id	sid	tid	token	lemma	pos
jbi-4717	1	1	microsoft	microsoft	PROPN
jbi-4717	1	2	word	word	NOUN
jbi-4717	1	3	4717-8494-1-ed_v3_proofs.docx	4717-8494-1-ed_v3_proofs.docx	NUM
jbi-4717	1	4	biodiversity	biodiversity	NOUN
jbi-4717	1	5	informatics	informatic	NOUN
jbi-4717	1	6	,	,	PUNCT
jbi-4717	1	7	9	9	NUM
jbi-4717	1	8	,	,	PUNCT
jbi-4717	1	9	2014	2014	NUM
jbi-4717	1	10	,	,	PUNCT
jbi-4717	1	11	pp	pp	ADJ
jbi-4717	1	12	.	.	PUNCT
jbi-4717	2	1	13	13	NUM
jbi-4717	2	2	-	-	SYM
jbi-4717	2	3	17	17	NUM
jbi-4717	2	4	13	13	NUM
jbi-4717	2	5	pointsampler	pointsampler	NOUN
jbi-4717	2	6	:	:	PUNCT
jbi-4717	2	7	a	a	DET
jbi-4717	2	8	gis	gis	NOUN
jbi-4717	2	9	tool	tool	NOUN
jbi-4717	2	10	for	for	ADP
jbi-4717	2	11	point	point	NOUN
jbi-4717	2	12	intercept	intercept	NOUN
jbi-4717	2	13	sampling	sampling	NOUN
jbi-4717	2	14	of	of	ADP
jbi-4717	2	15	digital	digital	ADJ
jbi-4717	2	16	images	image	NOUN
jbi-4717	2	17	david	david	PROPN
jbi-4717	2	18	l.	l.	PROPN
jbi-4717	2	19	gobbett1	gobbett1	PROPN
jbi-4717	2	20	and	and	CCONJ
jbi-4717	2	21	andre	andre	PROPN
jbi-4717	2	22	zerger2	zerger2	PROPN
jbi-4717	3	1	1	1	NUM
jbi-4717	3	2	csiro	csiro	PROPN
jbi-4717	3	3	sustainable	sustainable	ADJ
jbi-4717	3	4	agriculture	agriculture	NOUN
jbi-4717	3	5	flagship	flagship	NOUN
jbi-4717	3	6	/	/	SYM
jbi-4717	3	7	csiro	csiro	PROPN
jbi-4717	3	8	ecosystem	ecosystem	PROPN
jbi-4717	3	9	sciences	sciences	PROPN
jbi-4717	3	10	,	,	PUNCT
jbi-4717	3	11	pmb	pmb	PROPN
jbi-4717	3	12	2	2	NUM
jbi-4717	3	13	glen	glen	PROPN
jbi-4717	3	14	osmond	osmond	PROPN
jbi-4717	3	15	,	,	PUNCT
jbi-4717	3	16	sa	sa	PROPN
jbi-4717	3	17	5064	5064	NUM
jbi-4717	3	18	,	,	PUNCT
jbi-4717	3	19	australia	australia	PROPN
jbi-4717	3	20	;	;	PUNCT
jbi-4717	3	21	2environmental	2environmental	NUM
jbi-4717	3	22	information	information	NOUN
jbi-4717	3	23	services	service	NOUN
jbi-4717	3	24	,	,	PUNCT
jbi-4717	3	25	bureau	bureau	NOUN
jbi-4717	3	26	of	of	ADP
jbi-4717	3	27	meteorology	meteorology	NOUN
jbi-4717	3	28	,	,	PUNCT
jbi-4717	3	29	gpo	gpo	NOUN
jbi-4717	3	30	box	box	NOUN
jbi-4717	3	31	2334	2334	NUM
jbi-4717	3	32	,	,	PUNCT
jbi-4717	3	33	act	act	NOUN
jbi-4717	3	34	2600	2600	NUM
jbi-4717	3	35	,	,	PUNCT
jbi-4717	3	36	australia	australia	PROPN
jbi-4717	3	37	abstract	abstract	NOUN
jbi-4717	3	38	.	.	PUNCT
jbi-4717	4	1	—	—	PUNCT
jbi-4717	4	2	close	close	ADJ
jbi-4717	4	3	-	-	PUNCT
jbi-4717	4	4	range	range	NOUN
jbi-4717	4	5	digital	digital	ADJ
jbi-4717	4	6	photography	photography	NOUN
jbi-4717	4	7	to	to	PART
jbi-4717	4	8	assess	assess	VERB
jbi-4717	4	9	vegetation	vegetation	NOUN
jbi-4717	4	10	cover	cover	NOUN
jbi-4717	4	11	is	be	AUX
jbi-4717	4	12	useful	useful	ADJ
jbi-4717	4	13	in	in	ADP
jbi-4717	4	14	disciplines	discipline	NOUN
jbi-4717	4	15	ranging	range	VERB
jbi-4717	4	16	from	from	ADP
jbi-4717	4	17	ecological	ecological	ADJ
jbi-4717	4	18	monitoring	monitoring	NOUN
jbi-4717	4	19	to	to	ADP
jbi-4717	4	20	agricultural	agricultural	ADJ
jbi-4717	4	21	research	research	NOUN
jbi-4717	4	22	.	.	PUNCT
jbi-4717	5	1	an	an	DET
jbi-4717	5	2	on	on	ADP
jbi-4717	5	3	-	-	PUNCT
jbi-4717	5	4	screen	screen	NOUN
jbi-4717	5	5	point	point	NOUN
jbi-4717	5	6	intercept	intercept	NOUN
jbi-4717	5	7	sampling	sampling	NOUN
jbi-4717	5	8	method	method	NOUN
jbi-4717	5	9	,	,	PUNCT
jbi-4717	5	10	which	which	PRON
jbi-4717	5	11	is	be	AUX
jbi-4717	5	12	analogous	analogous	ADJ
jbi-4717	5	13	to	to	ADP
jbi-4717	5	14	the	the	DET
jbi-4717	5	15	equivalent	equivalent	ADJ
jbi-4717	5	16	field	field	NOUN
jbi-4717	5	17	based	base	VERB
jbi-4717	5	18	method	method	NOUN
jbi-4717	5	19	,	,	PUNCT
jbi-4717	5	20	can	can	AUX
jbi-4717	5	21	be	be	AUX
jbi-4717	5	22	used	use	VERB
jbi-4717	5	23	to	to	PART
jbi-4717	5	24	manually	manually	ADV
jbi-4717	5	25	derive	derive	VERB
jbi-4717	5	26	the	the	DET
jbi-4717	5	27	percentage	percentage	NOUN
jbi-4717	5	28	occurrence	occurrence	NOUN
jbi-4717	5	29	of	of	ADP
jbi-4717	5	30	multiple	multiple	ADJ
jbi-4717	5	31	cover	cover	NOUN
jbi-4717	5	32	classes	class	NOUN
jbi-4717	5	33	within	within	ADP
jbi-4717	5	34	an	an	DET
jbi-4717	5	35	image	image	NOUN
jbi-4717	5	36	.	.	PUNCT
jbi-4717	6	1	pointsampler	pointsampler	NOUN
jbi-4717	6	2	is	be	AUX
jbi-4717	6	3	a	a	DET
jbi-4717	6	4	gis	gis	NOUN
jbi-4717	6	5	embedded	embed	VERB
jbi-4717	6	6	tool	tool	NOUN
jbi-4717	6	7	that	that	PRON
jbi-4717	6	8	provides	provide	VERB
jbi-4717	6	9	a	a	DET
jbi-4717	6	10	semi	semi	ADJ
jbi-4717	6	11	-	-	ADJ
jbi-4717	6	12	automated	automated	ADJ
jbi-4717	6	13	approach	approach	NOUN
jbi-4717	6	14	for	for	ADP
jbi-4717	6	15	performing	perform	VERB
jbi-4717	6	16	point	point	NOUN
jbi-4717	6	17	intercept	intercept	NOUN
jbi-4717	6	18	sampling	sampling	NOUN
jbi-4717	6	19	of	of	ADP
jbi-4717	6	20	digital	digital	ADJ
jbi-4717	6	21	images	image	NOUN
jbi-4717	6	22	,	,	PUNCT
jbi-4717	6	23	and	and	CCONJ
jbi-4717	6	24	which	which	PRON
jbi-4717	6	25	integrates	integrate	VERB
jbi-4717	6	26	with	with	ADP
jbi-4717	6	27	existing	exist	VERB
jbi-4717	6	28	gis	gis	NOUN
jbi-4717	6	29	functionality	functionality	NOUN
jbi-4717	6	30	and	and	CCONJ
jbi-4717	6	31	workflows	workflow	NOUN
jbi-4717	6	32	.	.	PUNCT
jbi-4717	7	1	we	we	PRON
jbi-4717	7	2	describe	describe	VERB
jbi-4717	7	3	and	and	CCONJ
jbi-4717	7	4	illustrate	illustrate	VERB
jbi-4717	7	5	the	the	DET
jbi-4717	7	6	two	two	NUM
jbi-4717	7	7	general	general	ADJ
jbi-4717	7	8	applications	application	NOUN
jbi-4717	7	9	of	of	ADP
jbi-4717	7	10	this	this	DET
jbi-4717	7	11	tool	tool	NOUN
jbi-4717	7	12	,	,	PUNCT
jbi-4717	7	13	in	in	ADP
jbi-4717	7	14	efficiently	efficiently	ADV
jbi-4717	7	15	deriving	derive	VERB
jbi-4717	7	16	primary	primary	ADJ
jbi-4717	7	17	ecological	ecological	ADJ
jbi-4717	7	18	data	datum	NOUN
jbi-4717	7	19	from	from	ADP
jbi-4717	7	20	digital	digital	ADJ
jbi-4717	7	21	photographs	photograph	NOUN
jbi-4717	7	22	,	,	PUNCT
jbi-4717	7	23	and	and	CCONJ
jbi-4717	7	24	for	for	SCONJ
jbi-4717	7	25	the	the	DET
jbi-4717	7	26	generation	generation	NOUN
jbi-4717	7	27	of	of	ADP
jbi-4717	7	28	validation	validation	NOUN
jbi-4717	7	29	data	datum	NOUN
jbi-4717	7	30	to	to	PART
jbi-4717	7	31	complement	complement	VERB
jbi-4717	7	32	automated	automate	VERB
jbi-4717	7	33	image	image	NOUN
jbi-4717	7	34	classification	classification	NOUN
jbi-4717	7	35	of	of	ADP
jbi-4717	7	36	a	a	DET
jbi-4717	7	37	time	time	NOUN
jbi-4717	7	38	series	series	NOUN
jbi-4717	7	39	of	of	ADP
jbi-4717	7	40	groundcover	groundcover	NOUN
jbi-4717	7	41	images	image	NOUN
jbi-4717	7	42	.	.	PUNCT
jbi-4717	8	1	the	the	DET
jbi-4717	8	2	flexible	flexible	ADJ
jbi-4717	8	3	design	design	NOUN
jbi-4717	8	4	and	and	CCONJ
jbi-4717	8	5	gis	gis	NOUN
jbi-4717	8	6	integration	integration	NOUN
jbi-4717	8	7	of	of	ADP
jbi-4717	8	8	pointsampler	pointsampler	NOUN
jbi-4717	8	9	allows	allow	VERB
jbi-4717	8	10	it	it	PRON
jbi-4717	8	11	to	to	PART
jbi-4717	8	12	be	be	AUX
jbi-4717	8	13	put	put	VERB
jbi-4717	8	14	to	to	ADP
jbi-4717	8	15	a	a	DET
jbi-4717	8	16	wide	wide	ADJ
jbi-4717	8	17	range	range	NOUN
jbi-4717	8	18	of	of	ADP
jbi-4717	8	19	similar	similar	ADJ
jbi-4717	8	20	uses	use	NOUN
jbi-4717	8	21	.	.	PUNCT
jbi-4717	9	1	key	key	ADJ
jbi-4717	9	2	words	word	NOUN
jbi-4717	9	3	.	.	PUNCT
jbi-4717	9	4	—	—	PUNCT
jbi-4717	10	1	classification	classification	NOUN
jbi-4717	10	2	,	,	PUNCT
jbi-4717	10	3	groundcover	groundcover	NOUN
jbi-4717	10	4	,	,	PUNCT
jbi-4717	10	5	image	image	NOUN
jbi-4717	10	6	assessment	assessment	NOUN
jbi-4717	10	7	,	,	PUNCT
jbi-4717	10	8	photography	photography	NOUN
jbi-4717	10	9	,	,	PUNCT
jbi-4717	10	10	vegetation	vegetation	NOUN
jbi-4717	10	11	close	close	ADJ
jbi-4717	10	12	range	range	NOUN
jbi-4717	10	13	digital	digital	ADJ
jbi-4717	10	14	imagery	imagery	NOUN
jbi-4717	10	15	is	be	AUX
jbi-4717	10	16	useful	useful	ADJ
jbi-4717	10	17	in	in	ADP
jbi-4717	10	18	research	research	NOUN
jbi-4717	10	19	and	and	CCONJ
jbi-4717	10	20	monitoring	monitoring	NOUN
jbi-4717	10	21	where	where	SCONJ
jbi-4717	10	22	the	the	DET
jbi-4717	10	23	proportions	proportion	NOUN
jbi-4717	10	24	of	of	ADP
jbi-4717	10	25	different	different	ADJ
jbi-4717	10	26	types	type	NOUN
jbi-4717	10	27	of	of	ADP
jbi-4717	10	28	cover	cover	NOUN
jbi-4717	10	29	need	need	NOUN
jbi-4717	10	30	to	to	PART
jbi-4717	10	31	be	be	AUX
jbi-4717	10	32	assessed	assess	VERB
jbi-4717	10	33	.	.	PUNCT
jbi-4717	11	1	its	its	PRON
jbi-4717	11	2	applications	application	NOUN
jbi-4717	11	3	include	include	VERB
jbi-4717	11	4	arid	arid	NOUN
jbi-4717	11	5	vegetation	vegetation	NOUN
jbi-4717	11	6	assessment	assessment	NOUN
jbi-4717	11	7	(	(	PUNCT
jbi-4717	11	8	laliberte	laliberte	NOUN
jbi-4717	11	9	et	et	PROPN
jbi-4717	11	10	al	al	PROPN
jbi-4717	11	11	.	.	PROPN
jbi-4717	11	12	2007	2007	NUM
jbi-4717	11	13	)	)	PUNCT
jbi-4717	11	14	,	,	PUNCT
jbi-4717	11	15	green	green	ADJ
jbi-4717	11	16	vegetation	vegetation	NOUN
jbi-4717	11	17	cover	cover	NOUN
jbi-4717	11	18	(	(	PUNCT
jbi-4717	11	19	liu	liu	PROPN
jbi-4717	11	20	et	et	PROPN
jbi-4717	11	21	al	al	PROPN
jbi-4717	11	22	.	.	PROPN
jbi-4717	11	23	2012	2012	NUM
jbi-4717	11	24	)	)	PUNCT
jbi-4717	11	25	,	,	PUNCT
jbi-4717	11	26	flower	flower	NOUN
jbi-4717	11	27	number	number	NOUN
jbi-4717	11	28	estimation	estimation	NOUN
jbi-4717	11	29	(	(	PUNCT
jbi-4717	11	30	adamsen	adamsen	NOUN
jbi-4717	11	31	et	et	PROPN
jbi-4717	11	32	al	al	PROPN
jbi-4717	11	33	.	.	PROPN
jbi-4717	11	34	2000	2000	NUM
jbi-4717	11	35	)	)	PUNCT
jbi-4717	11	36	,	,	PUNCT
jbi-4717	11	37	crop	crop	NOUN
jbi-4717	11	38	canopy	canopy	NOUN
jbi-4717	11	39	coverage	coverage	NOUN
jbi-4717	11	40	(	(	PUNCT
jbi-4717	11	41	purcell	purcell	PROPN
jbi-4717	11	42	2000	2000	NUM
jbi-4717	11	43	)	)	PUNCT
jbi-4717	11	44	,	,	PUNCT
jbi-4717	11	45	forest	forest	NOUN
jbi-4717	11	46	understory	understory	ADJ
jbi-4717	11	47	foliar	foliar	NOUN
jbi-4717	11	48	coverage	coverage	NOUN
jbi-4717	11	49	(	(	PUNCT
jbi-4717	11	50	macfarlane	macfarlane	NOUN
jbi-4717	11	51	and	and	CCONJ
jbi-4717	11	52	ogden	ogden	PROPN
jbi-4717	11	53	2012	2012	NUM
jbi-4717	11	54	)	)	PUNCT
jbi-4717	11	55	and	and	CCONJ
jbi-4717	11	56	lichen	lichen	NOUN
jbi-4717	11	57	cover	cover	NOUN
jbi-4717	11	58	and	and	CCONJ
jbi-4717	11	59	biomass	biomass	NOUN
jbi-4717	11	60	estimation	estimation	NOUN
jbi-4717	11	61	(	(	PUNCT
jbi-4717	11	62	bowker	bowker	PROPN
jbi-4717	11	63	et	et	PROPN
jbi-4717	11	64	al	al	PROPN
jbi-4717	11	65	.	.	PROPN
jbi-4717	11	66	2008	2008	NUM
jbi-4717	11	67	)	)	PUNCT
jbi-4717	11	68	.	.	PUNCT
jbi-4717	12	1	the	the	DET
jbi-4717	12	2	benefits	benefit	NOUN
jbi-4717	12	3	of	of	ADP
jbi-4717	12	4	digital	digital	ADJ
jbi-4717	12	5	imagery	imagery	NOUN
jbi-4717	12	6	over	over	ADP
jbi-4717	12	7	field	field	NOUN
jbi-4717	12	8	based	base	VERB
jbi-4717	12	9	methods	method	NOUN
jbi-4717	12	10	include	include	VERB
jbi-4717	12	11	reduced	reduce	VERB
jbi-4717	12	12	fieldwork	fieldwork	NOUN
jbi-4717	12	13	time	time	NOUN
jbi-4717	12	14	and	and	CCONJ
jbi-4717	12	15	data	datum	NOUN
jbi-4717	12	16	collection	collection	NOUN
jbi-4717	12	17	costs	cost	NOUN
jbi-4717	12	18	,	,	PUNCT
jbi-4717	12	19	which	which	PRON
jbi-4717	12	20	can	can	AUX
jbi-4717	12	21	enable	enable	VERB
jbi-4717	12	22	data	data	NOUN
jbi-4717	12	23	collection	collection	NOUN
jbi-4717	12	24	at	at	ADP
jbi-4717	12	25	a	a	DET
jbi-4717	12	26	larger	large	ADJ
jbi-4717	12	27	number	number	NOUN
jbi-4717	12	28	of	of	ADP
jbi-4717	12	29	sites	site	NOUN
jbi-4717	12	30	,	,	PUNCT
jbi-4717	12	31	plots	plot	NOUN
jbi-4717	12	32	or	or	CCONJ
jbi-4717	12	33	quadrats	quadrat	NOUN
jbi-4717	12	34	.	.	PUNCT
jbi-4717	13	1	automated	automate	VERB
jbi-4717	13	2	photography	photography	NOUN
jbi-4717	13	3	can	can	AUX
jbi-4717	13	4	also	also	ADV
jbi-4717	13	5	enable	enable	VERB
jbi-4717	13	6	the	the	DET
jbi-4717	13	7	capture	capture	NOUN
jbi-4717	13	8	of	of	ADP
jbi-4717	13	9	data	datum	NOUN
jbi-4717	13	10	at	at	ADP
jbi-4717	13	11	higher	high	ADJ
jbi-4717	13	12	temporal	temporal	ADJ
jbi-4717	13	13	frequency	frequency	NOUN
jbi-4717	13	14	(	(	PUNCT
jbi-4717	13	15	e.g.	e.g.	ADV
jbi-4717	13	16	hourly	hourly	ADJ
jbi-4717	13	17	,	,	PUNCT
jbi-4717	13	18	daily	daily	ADJ
jbi-4717	13	19	)	)	PUNCT
jbi-4717	13	20	.	.	PUNCT
jbi-4717	14	1	the	the	DET
jbi-4717	14	2	rapid	rapid	ADJ
jbi-4717	14	3	increase	increase	NOUN
jbi-4717	14	4	in	in	ADP
jbi-4717	14	5	a	a	DET
jbi-4717	14	6	use	use	NOUN
jbi-4717	14	7	of	of	ADP
jbi-4717	14	8	unmanned	unmanned	ADJ
jbi-4717	14	9	aerial	aerial	ADJ
jbi-4717	14	10	vehicles	vehicle	NOUN
jbi-4717	14	11	as	as	ADP
jbi-4717	14	12	platforms	platform	NOUN
jbi-4717	14	13	for	for	ADP
jbi-4717	14	14	image	image	NOUN
jbi-4717	14	15	capture	capture	NOUN
jbi-4717	14	16	has	have	AUX
jbi-4717	14	17	expanded	expand	VERB
jbi-4717	14	18	the	the	DET
jbi-4717	14	19	use	use	NOUN
jbi-4717	14	20	of	of	ADP
jbi-4717	14	21	digital	digital	ADJ
jbi-4717	14	22	imagery	imagery	NOUN
jbi-4717	14	23	.	.	PUNCT
jbi-4717	15	1	a	a	DET
jbi-4717	15	2	further	further	ADJ
jbi-4717	15	3	benefit	benefit	NOUN
jbi-4717	15	4	of	of	ADP
jbi-4717	15	5	digital	digital	ADJ
jbi-4717	15	6	images	image	NOUN
jbi-4717	15	7	is	be	AUX
jbi-4717	15	8	that	that	SCONJ
jbi-4717	15	9	they	they	PRON
jbi-4717	15	10	can	can	AUX
jbi-4717	15	11	be	be	AUX
jbi-4717	15	12	retained	retain	VERB
jbi-4717	15	13	for	for	ADP
jbi-4717	15	14	future	future	ADJ
jbi-4717	15	15	reference	reference	NOUN
jbi-4717	15	16	or	or	CCONJ
jbi-4717	15	17	analysis	analysis	NOUN
jbi-4717	15	18	for	for	ADP
jbi-4717	15	19	purposes	purpose	NOUN
jbi-4717	15	20	other	other	ADJ
jbi-4717	15	21	than	than	SCONJ
jbi-4717	15	22	they	they	PRON
jbi-4717	15	23	were	be	AUX
jbi-4717	15	24	originally	originally	ADV
jbi-4717	15	25	collected	collect	VERB
jbi-4717	15	26	.	.	PUNCT
jbi-4717	16	1	typically	typically	ADV
jbi-4717	16	2	,	,	PUNCT
jbi-4717	16	3	close	close	ADJ
jbi-4717	16	4	range	range	NOUN
jbi-4717	16	5	images	image	NOUN
jbi-4717	16	6	are	be	AUX
jbi-4717	16	7	used	use	VERB
jbi-4717	16	8	to	to	PART
jbi-4717	16	9	determine	determine	VERB
jbi-4717	16	10	attributes	attribute	NOUN
jbi-4717	16	11	such	such	ADJ
jbi-4717	16	12	as	as	ADP
jbi-4717	16	13	percentage	percentage	NOUN
jbi-4717	16	14	vegetation	vegetation	NOUN
jbi-4717	16	15	cover	cover	NOUN
jbi-4717	16	16	within	within	ADP
jbi-4717	16	17	a	a	DET
jbi-4717	16	18	number	number	NOUN
jbi-4717	16	19	of	of	ADP
jbi-4717	16	20	classes	class	NOUN
jbi-4717	16	21	,	,	PUNCT
jbi-4717	16	22	canopy	canopy	NOUN
jbi-4717	16	23	cover	cover	NOUN
jbi-4717	16	24	or	or	CCONJ
jbi-4717	16	25	other	other	ADJ
jbi-4717	16	26	presence	presence	NOUN
jbi-4717	16	27	-	-	PUNCT
jbi-4717	16	28	absence	absence	NOUN
jbi-4717	16	29	estimates	estimate	NOUN
jbi-4717	16	30	.	.	PUNCT
jbi-4717	17	1	in	in	ADP
jbi-4717	17	2	ground	ground	NOUN
jbi-4717	17	3	cover	cover	NOUN
jbi-4717	17	4	vegetation	vegetation	NOUN
jbi-4717	17	5	analyses	analysis	NOUN
jbi-4717	17	6	,	,	PUNCT
jbi-4717	17	7	such	such	ADJ
jbi-4717	17	8	classes	class	NOUN
jbi-4717	17	9	might	might	AUX
jbi-4717	17	10	include	include	VERB
jbi-4717	17	11	live	live	ADJ
jbi-4717	17	12	vegetation	vegetation	NOUN
jbi-4717	17	13	,	,	PUNCT
jbi-4717	17	14	flowers	flower	NOUN
jbi-4717	17	15	,	,	PUNCT
jbi-4717	17	16	bare	bare	ADJ
jbi-4717	17	17	soil	soil	NOUN
jbi-4717	17	18	,	,	PUNCT
jbi-4717	17	19	rock	rock	NOUN
jbi-4717	17	20	or	or	CCONJ
jbi-4717	17	21	perhaps	perhaps	ADV
jbi-4717	17	22	assign	assign	VERB
jbi-4717	17	23	vegetation	vegetation	NOUN
jbi-4717	17	24	to	to	ADP
jbi-4717	17	25	particular	particular	ADJ
jbi-4717	17	26	types	type	NOUN
jbi-4717	17	27	.	.	PUNCT
jbi-4717	18	1	the	the	DET
jbi-4717	18	2	same	same	ADJ
jbi-4717	18	3	techniques	technique	NOUN
jbi-4717	18	4	can	can	AUX
jbi-4717	18	5	be	be	AUX
jbi-4717	18	6	applied	apply	VERB
jbi-4717	18	7	in	in	ADP
jbi-4717	18	8	a	a	DET
jbi-4717	18	9	range	range	NOUN
jbi-4717	18	10	of	of	ADP
jbi-4717	18	11	other	other	ADJ
jbi-4717	18	12	research	research	NOUN
jbi-4717	18	13	and	and	CCONJ
jbi-4717	18	14	monitoring	monitoring	NOUN
jbi-4717	18	15	domains	domain	NOUN
jbi-4717	18	16	.	.	PUNCT
jbi-4717	19	1	by	by	ADP
jbi-4717	19	2	classifying	classify	VERB
jbi-4717	19	3	an	an	DET
jbi-4717	19	4	image	image	NOUN
jbi-4717	19	5	into	into	ADP
jbi-4717	19	6	discrete	discrete	ADJ
jbi-4717	19	7	classes	class	NOUN
jbi-4717	19	8	,	,	PUNCT
jbi-4717	19	9	the	the	DET
jbi-4717	19	10	proportion	proportion	NOUN
jbi-4717	19	11	of	of	ADP
jbi-4717	19	12	those	those	DET
jbi-4717	19	13	classes	class	NOUN
jbi-4717	19	14	can	can	AUX
jbi-4717	19	15	be	be	AUX
jbi-4717	19	16	used	use	VERB
jbi-4717	19	17	to	to	PART
jbi-4717	19	18	assess	assess	VERB
jbi-4717	19	19	change	change	NOUN
jbi-4717	19	20	at	at	ADP
jbi-4717	19	21	a	a	DET
jbi-4717	19	22	single	single	ADJ
jbi-4717	19	23	point	point	NOUN
jbi-4717	19	24	over	over	ADP
jbi-4717	19	25	time	time	NOUN
jbi-4717	19	26	,	,	PUNCT
jbi-4717	19	27	or	or	CCONJ
jbi-4717	19	28	at	at	ADP
jbi-4717	19	29	points	point	NOUN
jbi-4717	19	30	along	along	ADP
jbi-4717	19	31	a	a	DET
jbi-4717	19	32	transect	transect	NOUN
jbi-4717	19	33	,	,	PUNCT
jbi-4717	19	34	or	or	CCONJ
jbi-4717	19	35	to	to	PART
jbi-4717	19	36	facilitate	facilitate	VERB
jbi-4717	19	37	comparisons	comparison	NOUN
jbi-4717	19	38	between	between	ADP
jbi-4717	19	39	different	different	ADJ
jbi-4717	19	40	sites	site	NOUN
jbi-4717	19	41	.	.	PUNCT
jbi-4717	20	1	where	where	SCONJ
jbi-4717	20	2	large	large	ADJ
jbi-4717	20	3	numbers	number	NOUN
jbi-4717	20	4	of	of	ADP
jbi-4717	20	5	images	image	NOUN
jbi-4717	20	6	are	be	AUX
jbi-4717	20	7	captured	capture	VERB
jbi-4717	20	8	,	,	PUNCT
jbi-4717	20	9	either	either	CCONJ
jbi-4717	20	10	across	across	ADP
jbi-4717	20	11	a	a	DET
jbi-4717	20	12	spatial	spatial	ADJ
jbi-4717	20	13	extent	extent	NOUN
jbi-4717	20	14	,	,	PUNCT
jbi-4717	20	15	or	or	CCONJ
jbi-4717	20	16	at	at	ADP
jbi-4717	20	17	at	at	ADP
jbi-4717	20	18	intervals	interval	NOUN
jbi-4717	20	19	as	as	ADP
jbi-4717	20	20	a	a	DET
jbi-4717	20	21	time	time	NOUN
jbi-4717	20	22	-	-	PUNCT
jbi-4717	20	23	series	series	NOUN
jbi-4717	20	24	,	,	PUNCT
jbi-4717	20	25	it	it	PRON
jbi-4717	20	26	may	may	AUX
jbi-4717	20	27	be	be	AUX
jbi-4717	20	28	appropriate	appropriate	ADJ
jbi-4717	20	29	to	to	PART
jbi-4717	20	30	utilize	utilize	VERB
jbi-4717	20	31	automated	automate	VERB
jbi-4717	20	32	image	image	NOUN
jbi-4717	20	33	analysis	analysis	NOUN
jbi-4717	20	34	methods	method	NOUN
jbi-4717	20	35	such	such	ADJ
jbi-4717	20	36	as	as	ADP
jbi-4717	20	37	supervised	supervised	ADJ
jbi-4717	20	38	classification	classification	NOUN
jbi-4717	20	39	.	.	PUNCT
jbi-4717	21	1	supervised	supervise	VERB
jbi-4717	21	2	classification	classification	NOUN
jbi-4717	21	3	assigns	assign	NOUN
jbi-4717	21	4	the	the	DET
jbi-4717	21	5	pixels	pixel	NOUN
jbi-4717	21	6	of	of	ADP
jbi-4717	21	7	an	an	DET
jbi-4717	21	8	image	image	NOUN
jbi-4717	21	9	to	to	ADP
jbi-4717	21	10	classes	class	NOUN
jbi-4717	21	11	by	by	ADP
jbi-4717	21	12	determining	determine	VERB
jbi-4717	21	13	the	the	DET
jbi-4717	21	14	fit	fit	NOUN
jbi-4717	21	15	with	with	ADP
jbi-4717	21	16	previously	previously	ADV
jbi-4717	21	17	input	input	NOUN
jbi-4717	21	18	signatures	signature	NOUN
jbi-4717	21	19	,	,	PUNCT
jbi-4717	21	20	and	and	CCONJ
jbi-4717	21	21	generally	generally	ADV
jbi-4717	21	22	treat	treat	VERB
jbi-4717	21	23	each	each	DET
jbi-4717	21	24	pixel	pixel	NOUN
jbi-4717	21	25	as	as	ADP
jbi-4717	21	26	a	a	DET
jbi-4717	21	27	discrete	discrete	ADJ
jbi-4717	21	28	entity	entity	NOUN
jbi-4717	21	29	.	.	PUNCT
jbi-4717	22	1	object	object	VERB
jbi-4717	22	2	oriented	orient	VERB
jbi-4717	22	3	classification	classification	NOUN
jbi-4717	22	4	methods	method	NOUN
jbi-4717	22	5	also	also	ADV
jbi-4717	22	6	incorporate	incorporate	VERB
jbi-4717	22	7	analysis	analysis	NOUN
jbi-4717	22	8	of	of	ADP
jbi-4717	22	9	shape	shape	NOUN
jbi-4717	22	10	and	and	CCONJ
jbi-4717	22	11	context	context	NOUN
jbi-4717	22	12	in	in	ADP
jbi-4717	22	13	classifying	classify	VERB
jbi-4717	22	14	an	an	DET
jbi-4717	22	15	image	image	NOUN
jbi-4717	22	16	.	.	PUNCT
jbi-4717	23	1	regardless	regardless	ADV
jbi-4717	23	2	of	of	ADP
jbi-4717	23	3	the	the	DET
jbi-4717	23	4	automated	automate	VERB
jbi-4717	23	5	method	method	NOUN
jbi-4717	23	6	used	use	VERB
jbi-4717	23	7	,	,	PUNCT
jbi-4717	23	8	a	a	DET
jbi-4717	23	9	classification	classification	NOUN
jbi-4717	23	10	process	process	NOUN
jbi-4717	23	11	needs	need	VERB
jbi-4717	23	12	to	to	PART
jbi-4717	23	13	be	be	AUX
jbi-4717	23	14	validated	validate	VERB
jbi-4717	23	15	.	.	PUNCT
jbi-4717	24	1	one	one	NUM
jbi-4717	24	2	approach	approach	NOUN
jbi-4717	24	3	is	be	AUX
jbi-4717	24	4	to	to	PART
jbi-4717	24	5	undertake	undertake	VERB
jbi-4717	24	6	actual	actual	ADJ
jbi-4717	24	7	field	field	NOUN
jbi-4717	24	8	observations	observation	NOUN
jbi-4717	24	9	,	,	PUNCT
jbi-4717	24	10	or	or	CCONJ
jbi-4717	24	11	ground	ground	NOUN
jbi-4717	24	12	truthing	truthing	NOUN
jbi-4717	24	13	,	,	PUNCT
jbi-4717	24	14	but	but	CCONJ
jbi-4717	24	15	another	another	DET
jbi-4717	24	16	option	option	NOUN
jbi-4717	24	17	is	be	AUX
jbi-4717	24	18	to	to	PART
jbi-4717	24	19	manually	manually	ADV
jbi-4717	24	20	generate	generate	VERB
jbi-4717	24	21	calibration	calibration	NOUN
jbi-4717	24	22	or	or	CCONJ
jbi-4717	24	23	validation	validation	NOUN
jbi-4717	24	24	datasets	dataset	NOUN
jbi-4717	24	25	from	from	ADP
jbi-4717	24	26	a	a	DET
jbi-4717	24	27	subset	subset	NOUN
jbi-4717	24	28	of	of	ADP
jbi-4717	24	29	images	image	NOUN
jbi-4717	24	30	to	to	PART
jbi-4717	24	31	be	be	AUX
jbi-4717	24	32	statistically	statistically	ADV
jbi-4717	24	33	compared	compare	VERB
jbi-4717	24	34	with	with	ADP
jbi-4717	24	35	the	the	DET
jbi-4717	24	36	results	result	NOUN
jbi-4717	24	37	of	of	ADP
jbi-4717	24	38	automated	automate	VERB
jbi-4717	24	39	classification	classification	NOUN
jbi-4717	24	40	methods	method	NOUN
jbi-4717	24	41	.	.	PUNCT
jbi-4717	25	1	alternatively	alternatively	ADV
jbi-4717	25	2	,	,	PUNCT
jbi-4717	25	3	manual	manual	ADJ
jbi-4717	25	4	image	image	NOUN
jbi-4717	25	5	analysis	analysis	NOUN
jbi-4717	25	6	may	may	AUX
jbi-4717	25	7	also	also	ADV
jbi-4717	25	8	be	be	AUX
jbi-4717	25	9	used	use	VERB
jbi-4717	25	10	as	as	ADP
jbi-4717	25	11	a	a	DET
jbi-4717	25	12	primary	primary	ADJ
jbi-4717	25	13	data	data	NOUN
jbi-4717	25	14	collection	collection	NOUN
jbi-4717	25	15	method	method	NOUN
jbi-4717	25	16	.	.	PUNCT
jbi-4717	26	1	the	the	DET
jbi-4717	26	2	point	point	NOUN
jbi-4717	26	3	intercept	intercept	NOUN
jbi-4717	26	4	method	method	NOUN
jbi-4717	26	5	(	(	PUNCT
jbi-4717	26	6	pim	pim	NOUN
jbi-4717	26	7	;	;	PUNCT
jbi-4717	26	8	also	also	ADV
jbi-4717	26	9	known	know	VERB
jbi-4717	26	10	as	as	ADP
jbi-4717	26	11	point	point	NOUN
jbi-4717	26	12	contact	contact	NOUN
jbi-4717	26	13	or	or	CCONJ
jbi-4717	26	14	point	point	NOUN
jbi-4717	26	15	frequency	frequency	NOUN
jbi-4717	26	16	method	method	NOUN
jbi-4717	26	17	)	)	PUNCT
jbi-4717	26	18	is	be	AUX
jbi-4717	26	19	a	a	DET
jbi-4717	26	20	wellestablished	wellestablished	ADJ
jbi-4717	26	21	method	method	NOUN
jbi-4717	26	22	for	for	ADP
jbi-4717	26	23	estimating	estimate	VERB
jbi-4717	26	24	vegetation	vegetation	NOUN
jbi-4717	26	25	cover	cover	NOUN
jbi-4717	26	26	proportions	proportion	NOUN
jbi-4717	26	27	(	(	PUNCT
jbi-4717	26	28	e.g.	e.g.	ADV
jbi-4717	26	29	whitman	whitman	NOUN
jbi-4717	26	30	and	and	CCONJ
jbi-4717	26	31	siggeirsson	siggeirsson	PROPN
jbi-4717	26	32	1954	1954	NUM
jbi-4717	26	33	;	;	PUNCT
jbi-4717	26	34	heady	heady	PROPN
jbi-4717	26	35	et	et	PROPN
jbi-4717	26	36	al	al	PROPN
jbi-4717	26	37	.	.	PROPN
jbi-4717	26	38	1959	1959	NUM
jbi-4717	26	39	;	;	PUNCT
jbi-4717	26	40	brun	brun	NOUN
jbi-4717	26	41	and	and	CCONJ
jbi-4717	26	42	box	box	PROPN
jbi-4717	26	43	1963	1963	NUM
jbi-4717	26	44	)	)	PUNCT
jbi-4717	26	45	.	.	PUNCT
jbi-4717	27	1	in	in	ADP
jbi-4717	27	2	fieldwork	fieldwork	NOUN
jbi-4717	27	3	the	the	DET
jbi-4717	27	4	pim	pim	PROPN
jbi-4717	27	5	involves	involve	VERB
jbi-4717	27	6	counting	count	VERB
jbi-4717	27	7	the	the	DET
jbi-4717	27	8	proportion	proportion	NOUN
jbi-4717	27	9	of	of	ADP
jbi-4717	27	10	cover	cover	NOUN
jbi-4717	27	11	types	type	NOUN
jbi-4717	27	12	under	under	ADP
jbi-4717	27	13	randomly	randomly	ADV
jbi-4717	27	14	or	or	CCONJ
jbi-4717	27	15	regularly	regularly	ADV
jbi-4717	27	16	placed	place	VERB
jbi-4717	27	17	pins	pin	NOUN
jbi-4717	27	18	.	.	PUNCT
jbi-4717	28	1	pim	pim	PROPN
jbi-4717	28	2	is	be	AUX
jbi-4717	28	3	most	most	ADV
jbi-4717	28	4	suitable	suitable	ADJ
jbi-4717	28	5	for	for	ADP
jbi-4717	28	6	single	single	ADJ
jbi-4717	28	7	-	-	PUNCT
jbi-4717	28	8	layer	layer	NOUN
jbi-4717	28	9	vegetation	vegetation	NOUN
jbi-4717	28	10	,	,	PUNCT
jbi-4717	28	11	and	and	CCONJ
jbi-4717	28	12	has	have	VERB
jbi-4717	28	13	a	a	DET
jbi-4717	28	14	lower	low	ADJ
jbi-4717	28	15	level	level	NOUN
jbi-4717	28	16	of	of	ADP
jbi-4717	28	17	subjectivity	subjectivity	NOUN
jbi-4717	28	18	than	than	ADP
jbi-4717	28	19	visual	visual	ADJ
jbi-4717	28	20	estimation	estimation	NOUN
jbi-4717	28	21	methods	method	NOUN
jbi-4717	28	22	(	(	PUNCT
jbi-4717	28	23	bråkenhielm	bråkenhielm	NOUN
jbi-4717	28	24	and	and	CCONJ
jbi-4717	28	25	qinghong	qinghong	ADJ
jbi-4717	28	26	1995	1995	NUM
jbi-4717	28	27	)	)	PUNCT
jbi-4717	28	28	,	,	PUNCT
jbi-4717	28	29	although	although	SCONJ
jbi-4717	28	30	is	be	AUX
jbi-4717	28	31	less	less	ADV
jbi-4717	28	32	suitable	suitable	ADJ
jbi-4717	28	33	for	for	ADP
jbi-4717	28	34	recording	record	VERB
jbi-4717	28	35	rare	rare	ADJ
jbi-4717	28	36	species	specie	NOUN
jbi-4717	28	37	(	(	PUNCT
jbi-4717	28	38	moen	moen	PROPN
jbi-4717	28	39	et	et	PROPN
jbi-4717	28	40	al	al	PROPN
jbi-4717	28	41	.	.	PROPN
jbi-4717	28	42	2007	2007	NUM
jbi-4717	28	43	)	)	PUNCT
jbi-4717	28	44	.	.	PUNCT
jbi-4717	29	1	the	the	DET
jbi-4717	29	2	method	method	NOUN
jbi-4717	29	3	allows	allow	VERB
jbi-4717	29	4	input	input	NOUN
jbi-4717	29	5	from	from	ADP
jbi-4717	29	6	experts	expert	NOUN
jbi-4717	29	7	with	with	ADP
jbi-4717	29	8	specialized	specialized	ADJ
jbi-4717	29	9	knowledge	knowledge	NOUN
jbi-4717	29	10	,	,	PUNCT
jbi-4717	29	11	or	or	CCONJ
jbi-4717	29	12	alternatively	alternatively	ADV
jbi-4717	29	13	can	can	AUX
jbi-4717	29	14	be	be	AUX
jbi-4717	29	15	applied	apply	VERB
jbi-4717	29	16	by	by	ADP
jbi-4717	29	17	an	an	DET
jbi-4717	29	18	operator	operator	NOUN
jbi-4717	29	19	with	with	ADP
jbi-4717	29	20	a	a	DET
jbi-4717	29	21	relatively	relatively	ADV
jbi-4717	29	22	low	low	ADJ
jbi-4717	29	23	skill	skill	NOUN
jbi-4717	29	24	level	level	NOUN
jbi-4717	29	25	,	,	PUNCT
jbi-4717	29	26	provided	provide	VERB
jbi-4717	29	27	that	that	SCONJ
jbi-4717	29	28	appropriate	appropriate	ADJ
jbi-4717	29	29	classification	classification	NOUN
jbi-4717	29	30	gobbett	gobbett	NOUN
jbi-4717	29	31	and	and	CCONJ
jbi-4717	29	32	zerger	zerger	NOUN
jbi-4717	29	33	–	–	PUNCT
jbi-4717	29	34	pointsampler	pointsampler	NOUN
jbi-4717	29	35	14	14	NUM
jbi-4717	29	36	rules	rule	NOUN
jbi-4717	29	37	are	be	AUX
jbi-4717	29	38	supplied	supply	VERB
jbi-4717	29	39	.	.	PUNCT
jbi-4717	30	1	applying	apply	VERB
jbi-4717	30	2	a	a	DET
jbi-4717	30	3	pim	pim	NOUN
jbi-4717	30	4	to	to	ADP
jbi-4717	30	5	assessing	assess	VERB
jbi-4717	30	6	cover	cover	NOUN
jbi-4717	30	7	in	in	ADP
jbi-4717	30	8	digital	digital	ADJ
jbi-4717	30	9	imagery	imagery	NOUN
jbi-4717	30	10	is	be	AUX
jbi-4717	30	11	very	very	ADV
jbi-4717	30	12	similar	similar	ADJ
jbi-4717	30	13	to	to	ADP
jbi-4717	30	14	its	its	PRON
jbi-4717	30	15	use	use	NOUN
jbi-4717	30	16	in	in	ADP
jbi-4717	30	17	a	a	DET
jbi-4717	30	18	field	field	NOUN
jbi-4717	30	19	situation	situation	NOUN
jbi-4717	30	20	.	.	PUNCT
jbi-4717	31	1	developing	develop	VERB
jbi-4717	31	2	workflows	workflow	NOUN
jbi-4717	31	3	that	that	PRON
jbi-4717	31	4	incorporate	incorporate	VERB
jbi-4717	31	5	software	software	NOUN
jbi-4717	31	6	tools	tool	NOUN
jbi-4717	31	7	and	and	CCONJ
jbi-4717	31	8	scripting	scripting	NOUN
jbi-4717	31	9	can	can	AUX
jbi-4717	31	10	be	be	AUX
jbi-4717	31	11	essential	essential	ADJ
jbi-4717	31	12	for	for	ADP
jbi-4717	31	13	efficiently	efficiently	ADV
jbi-4717	31	14	dealing	deal	VERB
jbi-4717	31	15	with	with	ADP
jbi-4717	31	16	larger	large	ADJ
jbi-4717	31	17	numbers	number	NOUN
jbi-4717	31	18	of	of	ADP
jbi-4717	31	19	images	image	NOUN
jbi-4717	31	20	captured	capture	VERB
jbi-4717	31	21	in	in	ADP
jbi-4717	31	22	such	such	ADJ
jbi-4717	31	23	studies	study	NOUN
jbi-4717	31	24	.	.	PUNCT
jbi-4717	32	1	automated	automate	VERB
jbi-4717	32	2	image	image	NOUN
jbi-4717	32	3	analysis	analysis	NOUN
jbi-4717	32	4	methods	method	NOUN
jbi-4717	32	5	can	can	AUX
jbi-4717	32	6	be	be	AUX
jbi-4717	32	7	used	use	VERB
jbi-4717	32	8	to	to	PART
jbi-4717	32	9	determine	determine	VERB
jbi-4717	32	10	percentage	percentage	NOUN
jbi-4717	32	11	cover	cover	NOUN
jbi-4717	32	12	of	of	ADP
jbi-4717	32	13	different	different	ADJ
jbi-4717	32	14	classes	class	NOUN
jbi-4717	32	15	.	.	PUNCT
jbi-4717	33	1	geographic	geographic	ADJ
jbi-4717	33	2	information	information	NOUN
jbi-4717	33	3	systems	system	NOUN
jbi-4717	33	4	(	(	PUNCT
jbi-4717	33	5	gis	gis	NOUN
jbi-4717	33	6	)	)	PUNCT
jbi-4717	33	7	include	include	VERB
jbi-4717	33	8	many	many	ADJ
jbi-4717	33	9	features	feature	NOUN
jbi-4717	33	10	useful	useful	ADJ
jbi-4717	33	11	for	for	ADP
jbi-4717	33	12	the	the	DET
jbi-4717	33	13	handling	handling	NOUN
jbi-4717	33	14	of	of	ADP
jbi-4717	33	15	imagery	imagery	NOUN
jbi-4717	33	16	and	and	CCONJ
jbi-4717	33	17	combining	combine	VERB
jbi-4717	33	18	them	they	PRON
jbi-4717	33	19	with	with	ADP
jbi-4717	33	20	related	related	ADJ
jbi-4717	33	21	datasets	dataset	NOUN
jbi-4717	33	22	.	.	PUNCT
jbi-4717	34	1	scripting	scripting	NOUN
jbi-4717	34	2	tools	tool	NOUN
jbi-4717	34	3	such	such	ADJ
jbi-4717	34	4	as	as	ADP
jbi-4717	34	5	python	python	NOUN
jbi-4717	34	6	(	(	PUNCT
jbi-4717	34	7	python	python	PROPN
jbi-4717	34	8	software	software	NOUN
jbi-4717	34	9	foundation	foundation	PROPN
jbi-4717	34	10	2011	2011	NUM
jbi-4717	34	11	)	)	PUNCT
jbi-4717	34	12	provide	provide	VERB
jbi-4717	34	13	the	the	DET
jbi-4717	34	14	ability	ability	NOUN
jbi-4717	34	15	to	to	PART
jbi-4717	34	16	organize	organize	VERB
jbi-4717	34	17	and	and	CCONJ
jbi-4717	34	18	manipulate	manipulate	VERB
jbi-4717	34	19	images	image	NOUN
jbi-4717	34	20	and	and	CCONJ
jbi-4717	34	21	can	can	AUX
jbi-4717	34	22	provide	provide	VERB
jbi-4717	34	23	the	the	DET
jbi-4717	34	24	‘	'	PUNCT
jbi-4717	34	25	glue	glue	NOUN
jbi-4717	34	26	’	'	PUNCT
jbi-4717	34	27	to	to	PART
jbi-4717	34	28	link	link	VERB
jbi-4717	34	29	various	various	ADJ
jbi-4717	34	30	processing	processing	NOUN
jbi-4717	34	31	steps	step	NOUN
jbi-4717	34	32	into	into	ADP
jbi-4717	34	33	a	a	DET
jbi-4717	34	34	reusable	reusable	ADJ
jbi-4717	34	35	workflow	workflow	NOUN
jbi-4717	34	36	.	.	PUNCT
jbi-4717	35	1	while	while	SCONJ
jbi-4717	35	2	automated	automate	VERB
jbi-4717	35	3	processes	process	NOUN
jbi-4717	35	4	facilitate	facilitate	VERB
jbi-4717	35	5	the	the	DET
jbi-4717	35	6	processing	processing	NOUN
jbi-4717	35	7	of	of	ADP
jbi-4717	35	8	large	large	ADJ
jbi-4717	35	9	number	number	NOUN
jbi-4717	35	10	of	of	ADP
jbi-4717	35	11	images	image	NOUN
jbi-4717	35	12	,	,	PUNCT
jbi-4717	35	13	it	it	PRON
jbi-4717	35	14	can	can	AUX
jbi-4717	35	15	be	be	AUX
jbi-4717	35	16	necessary	necessary	ADJ
jbi-4717	35	17	to	to	PART
jbi-4717	35	18	perform	perform	VERB
jbi-4717	35	19	manual	manual	ADJ
jbi-4717	35	20	assessments	assessment	NOUN
jbi-4717	35	21	of	of	ADP
jbi-4717	35	22	images	image	NOUN
jbi-4717	35	23	,	,	PUNCT
jbi-4717	35	24	using	use	VERB
jbi-4717	35	25	methods	method	NOUN
jbi-4717	35	26	such	such	ADJ
jbi-4717	35	27	as	as	ADP
jbi-4717	35	28	the	the	DET
jbi-4717	35	29	pim	pim	PROPN
jbi-4717	35	30	,	,	PUNCT
jbi-4717	35	31	in	in	ADP
jbi-4717	35	32	order	order	NOUN
jbi-4717	35	33	to	to	PART
jbi-4717	35	34	validate	validate	VERB
jbi-4717	35	35	automated	automate	VERB
jbi-4717	35	36	processing	processing	NOUN
jbi-4717	35	37	.	.	PUNCT
jbi-4717	36	1	manual	manual	ADJ
jbi-4717	36	2	image	image	NOUN
jbi-4717	36	3	assessment	assessment	NOUN
jbi-4717	36	4	can	can	AUX
jbi-4717	36	5	be	be	AUX
jbi-4717	36	6	time	time	NOUN
jbi-4717	36	7	consuming	consume	VERB
jbi-4717	36	8	,	,	PUNCT
jbi-4717	36	9	so	so	CCONJ
jbi-4717	36	10	there	there	PRON
jbi-4717	36	11	is	be	VERB
jbi-4717	36	12	a	a	DET
jbi-4717	36	13	key	key	ADJ
jbi-4717	36	14	niche	niche	NOUN
jbi-4717	36	15	for	for	ADP
jbi-4717	36	16	a	a	DET
jbi-4717	36	17	software	software	NOUN
jbi-4717	36	18	tool	tool	NOUN
jbi-4717	36	19	to	to	PART
jbi-4717	36	20	provide	provide	VERB
jbi-4717	36	21	a	a	DET
jbi-4717	36	22	semi	semi	ADJ
jbi-4717	36	23	-	-	ADJ
jbi-4717	36	24	automated	automated	ADJ
jbi-4717	36	25	approach	approach	NOUN
jbi-4717	36	26	to	to	ADP
jbi-4717	36	27	image	image	NOUN
jbi-4717	36	28	assessment	assessment	NOUN
jbi-4717	36	29	.	.	PUNCT
jbi-4717	37	1	we	we	PRON
jbi-4717	37	2	evaluated	evaluate	VERB
jbi-4717	37	3	two	two	NUM
jbi-4717	37	4	existing	exist	VERB
jbi-4717	37	5	software	software	NOUN
jbi-4717	37	6	tools	tool	NOUN
jbi-4717	37	7	for	for	ADP
jbi-4717	37	8	their	their	PRON
jbi-4717	37	9	suitability	suitability	NOUN
jbi-4717	37	10	in	in	ADP
jbi-4717	37	11	assessing	assess	VERB
jbi-4717	37	12	vegetation	vegetation	NOUN
jbi-4717	37	13	cover	cover	NOUN
jbi-4717	37	14	in	in	ADP
jbi-4717	37	15	digital	digital	ADJ
jbi-4717	37	16	imagery	imagery	NOUN
jbi-4717	37	17	.	.	PUNCT
jbi-4717	38	1	vegmeasure	vegmeasure	NOUN
jbi-4717	38	2	(	(	PUNCT
jbi-4717	38	3	johnson	johnson	PROPN
jbi-4717	38	4	et	et	PROPN
jbi-4717	38	5	al	al	PROPN
jbi-4717	38	6	.	.	PROPN
jbi-4717	38	7	2003	2003	NUM
jbi-4717	38	8	)	)	PUNCT
jbi-4717	38	9	is	be	AUX
jbi-4717	38	10	a	a	DET
jbi-4717	38	11	semi	semi	ADJ
jbi-4717	38	12	-	-	ADJ
jbi-4717	38	13	automated	automated	ADJ
jbi-4717	38	14	image	image	NOUN
jbi-4717	38	15	classification	classification	NOUN
jbi-4717	38	16	tool	tool	NOUN
jbi-4717	38	17	that	that	PRON
jbi-4717	38	18	provides	provide	VERB
jbi-4717	38	19	a	a	DET
jbi-4717	38	20	variety	variety	NOUN
jbi-4717	38	21	of	of	ADP
jbi-4717	38	22	spectral	spectral	ADJ
jbi-4717	38	23	band	band	NOUN
jbi-4717	38	24	algorithms	algorithm	NOUN
jbi-4717	38	25	which	which	PRON
jbi-4717	38	26	can	can	AUX
jbi-4717	38	27	be	be	AUX
jbi-4717	38	28	calibrated	calibrate	VERB
jbi-4717	38	29	by	by	ADP
jbi-4717	38	30	an	an	DET
jbi-4717	38	31	operator	operator	NOUN
jbi-4717	38	32	using	use	VERB
jbi-4717	38	33	a	a	DET
jbi-4717	38	34	point	point	NOUN
jbi-4717	38	35	intercept	intercept	NOUN
jbi-4717	38	36	method	method	NOUN
jbi-4717	38	37	.	.	PUNCT
jbi-4717	39	1	vegmeasure	vegmeasure	NOUN
jbi-4717	39	2	is	be	AUX
jbi-4717	39	3	most	most	ADV
jbi-4717	39	4	suited	suited	ADJ
jbi-4717	39	5	to	to	ADP
jbi-4717	39	6	performing	perform	VERB
jbi-4717	39	7	binary	binary	ADJ
jbi-4717	39	8	classifications	classification	NOUN
jbi-4717	39	9	,	,	PUNCT
jbi-4717	39	10	such	such	ADJ
jbi-4717	39	11	as	as	ADP
jbi-4717	39	12	calculating	calculate	VERB
jbi-4717	39	13	cover	cover	NOUN
jbi-4717	39	14	of	of	ADP
jbi-4717	39	15	crop	crop	NOUN
jbi-4717	39	16	and	and	CCONJ
jbi-4717	39	17	bare	bare	ADJ
jbi-4717	39	18	ground	ground	NOUN
jbi-4717	39	19	,	,	PUNCT
jbi-4717	39	20	and	and	CCONJ
jbi-4717	39	21	did	do	AUX
jbi-4717	39	22	not	not	PART
jbi-4717	39	23	readily	readily	ADV
jbi-4717	39	24	accommodate	accommodate	VERB
jbi-4717	39	25	our	our	PRON
jbi-4717	39	26	need	need	NOUN
jbi-4717	39	27	to	to	PART
jbi-4717	39	28	classify	classify	VERB
jbi-4717	39	29	images	image	NOUN
jbi-4717	39	30	into	into	ADP
jbi-4717	39	31	four	four	NUM
jbi-4717	39	32	or	or	CCONJ
jbi-4717	39	33	five	five	NUM
jbi-4717	39	34	classes	class	NOUN
jbi-4717	39	35	.	.	PUNCT
jbi-4717	40	1	samplepoint	samplepoint	NOUN
jbi-4717	40	2	(	(	PUNCT
jbi-4717	40	3	booth	booth	NOUN
jbi-4717	40	4	et	et	PROPN
jbi-4717	40	5	al	al	PROPN
jbi-4717	40	6	.	.	PROPN
jbi-4717	40	7	2006	2006	NUM
jbi-4717	40	8	)	)	PUNCT
jbi-4717	40	9	is	be	AUX
jbi-4717	40	10	a	a	DET
jbi-4717	40	11	tool	tool	NOUN
jbi-4717	40	12	for	for	ADP
jbi-4717	40	13	image	image	NOUN
jbi-4717	40	14	classification	classification	NOUN
jbi-4717	40	15	using	use	VERB
jbi-4717	40	16	a	a	DET
jbi-4717	40	17	point	point	NOUN
jbi-4717	40	18	intercept	intercept	NOUN
jbi-4717	40	19	method	method	NOUN
jbi-4717	40	20	and	and	CCONJ
jbi-4717	40	21	supports	support	VERB
jbi-4717	40	22	a	a	DET
jbi-4717	40	23	large	large	ADJ
jbi-4717	40	24	number	number	NOUN
jbi-4717	40	25	of	of	ADP
jbi-4717	40	26	cover	cover	NOUN
jbi-4717	40	27	classes	class	NOUN
jbi-4717	40	28	.	.	PUNCT
jbi-4717	41	1	cagney	cagney	PROPN
jbi-4717	41	2	et	et	PROPN
jbi-4717	41	3	al	al	PROPN
jbi-4717	41	4	.	.	PROPN
jbi-4717	42	1	(	(	PUNCT
jbi-4717	42	2	2011	2011	NUM
jbi-4717	42	3	)	)	PUNCT
jbi-4717	42	4	estimated	estimate	VERB
jbi-4717	42	5	that	that	SCONJ
jbi-4717	42	6	on	on	ADP
jbi-4717	42	7	screen	screen	NOUN
jbi-4717	42	8	image	image	NOUN
jbi-4717	42	9	sampling	sample	VERB
jbi-4717	42	10	using	use	VERB
jbi-4717	42	11	samplepoint	samplepoint	NOUN
jbi-4717	42	12	took	take	VERB
jbi-4717	42	13	about	about	ADV
jbi-4717	42	14	one	one	NUM
jbi-4717	42	15	third	third	NOUN
jbi-4717	42	16	of	of	ADP
jbi-4717	42	17	the	the	DET
jbi-4717	42	18	time	time	NOUN
jbi-4717	42	19	taken	take	VERB
jbi-4717	42	20	by	by	ADP
jbi-4717	42	21	a	a	DET
jbi-4717	42	22	field	field	NOUN
jbi-4717	42	23	based	base	VERB
jbi-4717	42	24	point	point	NOUN
jbi-4717	42	25	intercept	intercept	NOUN
jbi-4717	42	26	method	method	NOUN
jbi-4717	42	27	.	.	PUNCT
jbi-4717	43	1	however	however	ADV
jbi-4717	43	2	,	,	PUNCT
jbi-4717	43	3	samplepoint	samplepoint	NOUN
jbi-4717	43	4	does	do	AUX
jbi-4717	43	5	not	not	PART
jbi-4717	43	6	allow	allow	VERB
jbi-4717	43	7	the	the	DET
jbi-4717	43	8	re	re	NOUN
jbi-4717	43	9	-	-	NOUN
jbi-4717	43	10	use	use	NOUN
jbi-4717	43	11	of	of	ADP
jbi-4717	43	12	the	the	DET
jbi-4717	43	13	same	same	ADJ
jbi-4717	43	14	set	set	NOUN
jbi-4717	43	15	of	of	ADP
jbi-4717	43	16	randomly	randomly	ADV
jbi-4717	43	17	generated	generate	VERB
jbi-4717	43	18	sample	sample	NOUN
jbi-4717	43	19	points	point	NOUN
jbi-4717	43	20	to	to	PART
jbi-4717	43	21	facilitate	facilitate	VERB
jbi-4717	43	22	the	the	DET
jbi-4717	43	23	comparison	comparison	NOUN
jbi-4717	43	24	of	of	ADP
jbi-4717	43	25	changes	change	NOUN
jbi-4717	43	26	in	in	ADP
jbi-4717	43	27	individual	individual	ADJ
jbi-4717	43	28	points	point	NOUN
jbi-4717	43	29	over	over	ADP
jbi-4717	43	30	time	time	NOUN
jbi-4717	43	31	.	.	PUNCT
jbi-4717	44	1	further	far	ADV
jbi-4717	44	2	,	,	PUNCT
jbi-4717	44	3	because	because	SCONJ
jbi-4717	44	4	neither	neither	PRON
jbi-4717	44	5	of	of	ADP
jbi-4717	44	6	these	these	DET
jbi-4717	44	7	tools	tool	NOUN
jbi-4717	44	8	readily	readily	ADV
jbi-4717	44	9	integrated	integrate	VERB
jbi-4717	44	10	with	with	ADP
jbi-4717	44	11	our	our	PRON
jbi-4717	44	12	existing	exist	VERB
jbi-4717	44	13	gis	gis	NOUN
jbi-4717	44	14	workflows	workflow	NOUN
jbi-4717	44	15	,	,	PUNCT
jbi-4717	44	16	we	we	PRON
jbi-4717	44	17	set	set	VERB
jbi-4717	44	18	about	about	ADP
jbi-4717	44	19	developing	develop	VERB
jbi-4717	44	20	our	our	PRON
jbi-4717	44	21	own	own	ADJ
jbi-4717	44	22	tool	tool	NOUN
jbi-4717	44	23	which	which	PRON
jbi-4717	44	24	we	we	PRON
jbi-4717	44	25	named	name	VERB
jbi-4717	44	26	pointsampler	pointsampler	NOUN
jbi-4717	44	27	.	.	PUNCT
jbi-4717	45	1	figure	figure	NOUN
jbi-4717	45	2	1	1	NUM
jbi-4717	45	3	.	.	PUNCT
jbi-4717	46	1	pointsampler	pointsampler	NOUN
jbi-4717	46	2	being	be	AUX
jbi-4717	46	3	used	use	VERB
jbi-4717	46	4	to	to	PART
jbi-4717	46	5	classify	classify	VERB
jbi-4717	46	6	images	image	NOUN
jbi-4717	46	7	within	within	ADP
jbi-4717	46	8	arcgis	arcgis	PROPN
jbi-4717	46	9	.	.	PUNCT
jbi-4717	47	1	gobbett	gobbett	NOUN
jbi-4717	47	2	and	and	CCONJ
jbi-4717	47	3	zerger	zerger	NOUN
jbi-4717	47	4	–	–	PUNCT
jbi-4717	47	5	pointsampler	pointsampler	NOUN
jbi-4717	47	6	15	15	NUM
jbi-4717	47	7	pointsampler	pointsampler	NOUN
jbi-4717	47	8	development	development	NOUN
jbi-4717	47	9	pointsampler	pointsampler	NOUN
jbi-4717	47	10	was	be	AUX
jbi-4717	47	11	developed	develop	VERB
jbi-4717	47	12	in	in	ADP
jbi-4717	47	13	visual	visual	ADJ
jbi-4717	47	14	basic	basic	ADJ
jbi-4717	47	15	.net	.net	NOUN
jbi-4717	47	16	and	and	CCONJ
jbi-4717	47	17	is	be	AUX
jbi-4717	47	18	installed	instal	VERB
jbi-4717	47	19	as	as	ADP
jbi-4717	47	20	an	an	DET
jbi-4717	47	21	add	add	NOUN
jbi-4717	47	22	-	-	PUNCT
jbi-4717	47	23	in	in	NOUN
jbi-4717	47	24	for	for	ADP
jbi-4717	47	25	arcgis	arcgis	PROPN
jbi-4717	47	26	version	version	NOUN
jbi-4717	47	27	10	10	NUM
jbi-4717	47	28	(	(	PUNCT
jbi-4717	47	29	esri	esri	PROPN
jbi-4717	47	30	,	,	PUNCT
jbi-4717	47	31	redmond	redmond	PROPN
jbi-4717	47	32	,	,	PUNCT
jbi-4717	47	33	ca	ca	NOUN
jbi-4717	47	34	)	)	PUNCT
jbi-4717	47	35	.	.	PUNCT
jbi-4717	48	1	pointsampler	pointsampler	NOUN
jbi-4717	48	2	(	(	PUNCT
jbi-4717	48	3	fig	fig	NOUN
jbi-4717	48	4	.	.	NOUN
jbi-4717	48	5	1	1	X
jbi-4717	48	6	)	)	PUNCT
jbi-4717	48	7	makes	make	VERB
jbi-4717	48	8	use	use	NOUN
jbi-4717	48	9	of	of	ADP
jbi-4717	48	10	inbuilt	inbuilt	ADJ
jbi-4717	48	11	arcgis	arcgis	PROPN
jbi-4717	48	12	functionality	functionality	NOUN
jbi-4717	48	13	,	,	PUNCT
jbi-4717	48	14	such	such	ADJ
jbi-4717	48	15	as	as	ADP
jbi-4717	48	16	the	the	DET
jbi-4717	48	17	ability	ability	NOUN
jbi-4717	48	18	to	to	PART
jbi-4717	48	19	load	load	VERB
jbi-4717	48	20	and	and	CCONJ
jbi-4717	48	21	display	display	VERB
jbi-4717	48	22	images	image	NOUN
jbi-4717	48	23	and	and	CCONJ
jbi-4717	48	24	overlay	overlay	NOUN
jbi-4717	48	25	shapefiles	shapefile	NOUN
jbi-4717	48	26	,	,	PUNCT
jbi-4717	48	27	apply	apply	VERB
jbi-4717	48	28	symbology	symbology	NOUN
jbi-4717	48	29	,	,	PUNCT
jbi-4717	48	30	zoom	zoom	NOUN
jbi-4717	48	31	and	and	CCONJ
jbi-4717	48	32	pan	pan	NOUN
jbi-4717	48	33	.	.	PROPN
jbi-4717	49	1	consequently	consequently	ADV
jbi-4717	49	2	,	,	PUNCT
jbi-4717	49	3	the	the	DET
jbi-4717	49	4	user	user	NOUN
jbi-4717	49	5	interface	interface	NOUN
jbi-4717	49	6	of	of	ADP
jbi-4717	49	7	pointsampler	pointsampler	NOUN
jbi-4717	49	8	is	be	AUX
jbi-4717	49	9	kept	keep	VERB
jbi-4717	49	10	simple	simple	ADJ
jbi-4717	49	11	,	,	PUNCT
jbi-4717	49	12	and	and	CCONJ
jbi-4717	49	13	is	be	AUX
jbi-4717	49	14	straightforward	straightforward	ADJ
jbi-4717	49	15	to	to	PART
jbi-4717	49	16	use	use	VERB
jbi-4717	49	17	for	for	ADP
jbi-4717	49	18	anyone	anyone	PRON
jbi-4717	49	19	familiar	familiar	ADJ
jbi-4717	49	20	with	with	ADP
jbi-4717	49	21	arcgis	arcgis	PROPN
jbi-4717	49	22	.	.	PUNCT
jbi-4717	50	1	being	be	AUX
jbi-4717	50	2	embedded	embed	VERB
jbi-4717	50	3	within	within	ADP
jbi-4717	50	4	arcgis	arcgis	PROPN
jbi-4717	50	5	also	also	ADV
jbi-4717	50	6	adds	add	VERB
jbi-4717	50	7	the	the	DET
jbi-4717	50	8	ability	ability	NOUN
jbi-4717	50	9	to	to	PART
jbi-4717	50	10	work	work	VERB
jbi-4717	50	11	with	with	ADP
jbi-4717	50	12	georeferenced	georeferenced	ADJ
jbi-4717	50	13	images	image	NOUN
jbi-4717	50	14	,	,	PUNCT
jbi-4717	50	15	work	work	VERB
jbi-4717	50	16	to	to	ADP
jbi-4717	50	17	fixed	fix	VERB
jbi-4717	50	18	scale	scale	NOUN
jbi-4717	50	19	and	and	CCONJ
jbi-4717	50	20	potentially	potentially	ADV
jbi-4717	50	21	to	to	PART
jbi-4717	50	22	calculate	calculate	VERB
jbi-4717	50	23	areas	area	NOUN
jbi-4717	50	24	,	,	PUNCT
jbi-4717	50	25	overlay	overlay	NOUN
jbi-4717	50	26	ancillary	ancillary	ADJ
jbi-4717	50	27	data	datum	NOUN
jbi-4717	50	28	or	or	CCONJ
jbi-4717	50	29	spatial	spatial	ADJ
jbi-4717	50	30	datasets	dataset	NOUN
jbi-4717	50	31	,	,	PUNCT
jbi-4717	50	32	and	and	CCONJ
jbi-4717	50	33	to	to	PART
jbi-4717	50	34	compare	compare	VERB
jbi-4717	50	35	multiple	multiple	ADJ
jbi-4717	50	36	coincident	coincident	ADJ
jbi-4717	50	37	images	image	NOUN
jbi-4717	50	38	.	.	PUNCT
jbi-4717	51	1	when	when	SCONJ
jbi-4717	51	2	launched	launch	VERB
jbi-4717	51	3	,	,	PUNCT
jbi-4717	51	4	the	the	DET
jbi-4717	51	5	operator	operator	NOUN
jbi-4717	51	6	assesses	assess	VERB
jbi-4717	51	7	the	the	DET
jbi-4717	51	8	cover	cover	NOUN
jbi-4717	51	9	class	class	NOUN
jbi-4717	51	10	at	at	ADP
jbi-4717	51	11	a	a	DET
jbi-4717	51	12	point	point	NOUN
jbi-4717	51	13	displayed	display	VERB
jbi-4717	51	14	centrally	centrally	ADV
jbi-4717	51	15	on	on	ADP
jbi-4717	51	16	the	the	DET
jbi-4717	51	17	screen	screen	NOUN
jbi-4717	51	18	then	then	ADV
jbi-4717	51	19	types	type	VERB
jbi-4717	51	20	the	the	DET
jbi-4717	51	21	corresponding	corresponding	ADJ
jbi-4717	51	22	character	character	NOUN
jbi-4717	51	23	code	code	PROPN
jbi-4717	51	24	.	.	PUNCT
jbi-4717	52	1	the	the	DET
jbi-4717	52	2	image	image	NOUN
jbi-4717	52	3	then	then	ADV
jbi-4717	52	4	zooms	zoom	VERB
jbi-4717	52	5	automatically	automatically	ADV
jbi-4717	52	6	to	to	ADP
jbi-4717	52	7	the	the	DET
jbi-4717	52	8	next	next	ADJ
jbi-4717	52	9	point	point	NOUN
jbi-4717	52	10	to	to	PART
jbi-4717	52	11	be	be	AUX
jbi-4717	52	12	classified	classify	VERB
jbi-4717	52	13	.	.	PUNCT
jbi-4717	53	1	the	the	DET
jbi-4717	53	2	character	character	NOUN
jbi-4717	53	3	codes	code	NOUN
jbi-4717	53	4	are	be	AUX
jbi-4717	53	5	defined	define	VERB
jbi-4717	53	6	in	in	ADP
jbi-4717	53	7	a	a	DET
jbi-4717	53	8	text	text	NOUN
jbi-4717	53	9	file	file	NOUN
jbi-4717	53	10	and	and	CCONJ
jbi-4717	53	11	can	can	AUX
jbi-4717	53	12	easily	easily	ADV
jbi-4717	53	13	be	be	AUX
jbi-4717	53	14	modified	modify	VERB
jbi-4717	53	15	to	to	ADP
jbi-4717	53	16	different	different	ADJ
jbi-4717	53	17	needs	need	NOUN
jbi-4717	53	18	.	.	PUNCT
jbi-4717	54	1	for	for	ADP
jbi-4717	54	2	each	each	DET
jbi-4717	54	3	set	set	NOUN
jbi-4717	54	4	of	of	ADP
jbi-4717	54	5	images	image	NOUN
jbi-4717	54	6	to	to	PART
jbi-4717	54	7	be	be	AUX
jbi-4717	54	8	classified	classify	VERB
jbi-4717	54	9	,	,	PUNCT
jbi-4717	54	10	a	a	DET
jbi-4717	54	11	shapefile	shapefile	NOUN
jbi-4717	54	12	contains	contain	VERB
jbi-4717	54	13	the	the	DET
jbi-4717	54	14	sample	sample	NOUN
jbi-4717	54	15	points	point	NOUN
jbi-4717	54	16	and	and	CCONJ
jbi-4717	54	17	also	also	ADV
jbi-4717	54	18	stores	store	VERB
jbi-4717	54	19	the	the	DET
jbi-4717	54	20	coded	code	VERB
jbi-4717	54	21	values	value	NOUN
jbi-4717	54	22	for	for	ADP
jbi-4717	54	23	each	each	DET
jbi-4717	54	24	point	point	NOUN
jbi-4717	54	25	.	.	PUNCT
jbi-4717	55	1	the	the	DET
jbi-4717	55	2	points	point	NOUN
jbi-4717	55	3	to	to	PART
jbi-4717	55	4	be	be	AUX
jbi-4717	55	5	sampled	sample	VERB
jbi-4717	55	6	can	can	AUX
jbi-4717	55	7	be	be	AUX
jbi-4717	55	8	generated	generate	VERB
jbi-4717	55	9	manually	manually	ADV
jbi-4717	55	10	,	,	PUNCT
jbi-4717	55	11	or	or	CCONJ
jbi-4717	55	12	with	with	ADP
jbi-4717	55	13	tools	tool	NOUN
jbi-4717	55	14	such	such	ADJ
jbi-4717	55	15	as	as	ADP
jbi-4717	55	16	geospatial	geospatial	ADJ
jbi-4717	55	17	modelling	modelling	NOUN
jbi-4717	55	18	environment	environment	NOUN
jbi-4717	55	19	(	(	PUNCT
jbi-4717	55	20	beyer	beyer	PROPN
jbi-4717	55	21	2011	2011	NUM
jbi-4717	55	22	)	)	PUNCT
jbi-4717	55	23	and	and	CCONJ
jbi-4717	55	24	may	may	AUX
jbi-4717	55	25	form	form	VERB
jbi-4717	55	26	a	a	DET
jbi-4717	55	27	regular	regular	ADJ
jbi-4717	55	28	grid	grid	NOUN
jbi-4717	55	29	or	or	CCONJ
jbi-4717	55	30	random	random	ADJ
jbi-4717	55	31	arrangement	arrangement	NOUN
jbi-4717	55	32	.	.	PUNCT
jbi-4717	56	1	for	for	SCONJ
jbi-4717	56	2	each	each	DET
jbi-4717	56	3	image	image	NOUN
jbi-4717	56	4	to	to	PART
jbi-4717	56	5	be	be	AUX
jbi-4717	56	6	processed	process	VERB
jbi-4717	56	7	a	a	DET
jbi-4717	56	8	data	data	NOUN
jbi-4717	56	9	field	field	NOUN
jbi-4717	56	10	is	be	AUX
jbi-4717	56	11	needed	need	VERB
jbi-4717	56	12	in	in	ADP
jbi-4717	56	13	the	the	DET
jbi-4717	56	14	shapefile	shapefile	NOUN
jbi-4717	56	15	to	to	PART
jbi-4717	56	16	store	store	VERB
jbi-4717	56	17	the	the	DET
jbi-4717	56	18	coded	code	VERB
jbi-4717	56	19	values	value	NOUN
jbi-4717	56	20	.	.	PUNCT
jbi-4717	57	1	this	this	DET
jbi-4717	57	2	field	field	NOUN
jbi-4717	57	3	can	can	AUX
jbi-4717	57	4	be	be	AUX
jbi-4717	57	5	added	add	VERB
jbi-4717	57	6	manually	manually	ADV
jbi-4717	57	7	or	or	CCONJ
jbi-4717	57	8	,	,	PUNCT
jbi-4717	57	9	for	for	ADP
jbi-4717	57	10	example	example	NOUN
jbi-4717	57	11	,	,	PUNCT
jbi-4717	57	12	through	through	ADP
jbi-4717	57	13	an	an	DET
jbi-4717	57	14	ancillary	ancillary	ADJ
jbi-4717	57	15	python	python	NOUN
jbi-4717	57	16	script	script	NOUN
jbi-4717	57	17	which	which	PRON
jbi-4717	57	18	could	could	AUX
jbi-4717	57	19	create	create	VERB
jbi-4717	57	20	the	the	DET
jbi-4717	57	21	shapefile	shapefile	NOUN
jbi-4717	57	22	and	and	CCONJ
jbi-4717	57	23	add	add	VERB
jbi-4717	57	24	all	all	DET
jbi-4717	57	25	necessary	necessary	ADJ
jbi-4717	57	26	fields	field	NOUN
jbi-4717	57	27	as	as	ADP
jbi-4717	57	28	part	part	NOUN
jbi-4717	57	29	of	of	ADP
jbi-4717	57	30	the	the	DET
jbi-4717	57	31	image	image	NOUN
jbi-4717	57	32	processing	processing	NOUN
jbi-4717	57	33	workflow	workflow	NOUN
jbi-4717	57	34	.	.	PUNCT
jbi-4717	58	1	after	after	SCONJ
jbi-4717	58	2	coding	code	VERB
jbi-4717	58	3	with	with	ADP
jbi-4717	58	4	pointsampler	pointsampler	NOUN
jbi-4717	58	5	is	be	AUX
jbi-4717	58	6	completed	complete	VERB
jbi-4717	58	7	,	,	PUNCT
jbi-4717	58	8	the	the	DET
jbi-4717	58	9	shapefile	shapefile	NOUN
jbi-4717	58	10	dataset	dataset	NOUN
jbi-4717	58	11	can	can	AUX
jbi-4717	58	12	be	be	AUX
jbi-4717	58	13	used	use	VERB
jbi-4717	58	14	within	within	ADP
jbi-4717	58	15	arcgis	arcgis	PROPN
jbi-4717	58	16	or	or	CCONJ
jbi-4717	58	17	exported	export	VERB
jbi-4717	58	18	for	for	ADP
jbi-4717	58	19	further	further	ADJ
jbi-4717	58	20	analysis	analysis	NOUN
jbi-4717	58	21	.	.	PUNCT
jbi-4717	59	1	applications	application	NOUN
jbi-4717	59	2	of	of	ADP
jbi-4717	59	3	pointsampler	pointsampler	NOUN
jbi-4717	59	4	there	there	PRON
jbi-4717	59	5	are	be	VERB
jbi-4717	59	6	many	many	ADJ
jbi-4717	59	7	possible	possible	ADJ
jbi-4717	59	8	uses	use	NOUN
jbi-4717	59	9	for	for	ADP
jbi-4717	59	10	pointsampler	pointsampler	NOUN
jbi-4717	59	11	.	.	PUNCT
jbi-4717	60	1	two	two	NUM
jbi-4717	60	2	key	key	ADJ
jbi-4717	60	3	areas	area	NOUN
jbi-4717	60	4	in	in	ADP
jbi-4717	60	5	which	which	PRON
jbi-4717	60	6	its	its	PRON
jbi-4717	60	7	value	value	NOUN
jbi-4717	60	8	has	have	AUX
jbi-4717	60	9	been	be	AUX
jbi-4717	60	10	demonstrated	demonstrate	VERB
jbi-4717	60	11	are	be	AUX
jbi-4717	60	12	in	in	ADP
jbi-4717	60	13	the	the	DET
jbi-4717	60	14	generation	generation	NOUN
jbi-4717	60	15	of	of	ADP
jbi-4717	60	16	primary	primary	ADJ
jbi-4717	60	17	dataset	dataset	NOUN
jbi-4717	60	18	(	(	PUNCT
jbi-4717	60	19	fig	fig	NOUN
jbi-4717	60	20	2a	2a	NUM
jbi-4717	60	21	)	)	PUNCT
jbi-4717	60	22	,	,	PUNCT
jbi-4717	60	23	and	and	CCONJ
jbi-4717	60	24	to	to	PART
jbi-4717	60	25	assist	assist	VERB
jbi-4717	60	26	in	in	ADP
jbi-4717	60	27	the	the	DET
jbi-4717	60	28	generation	generation	NOUN
jbi-4717	60	29	of	of	ADP
jbi-4717	60	30	a	a	DET
jbi-4717	60	31	dataset	dataset	NOUN
jbi-4717	60	32	used	use	VERB
jbi-4717	60	33	to	to	PART
jbi-4717	60	34	validate	validate	VERB
jbi-4717	60	35	an	an	DET
jbi-4717	60	36	automated	automate	VERB
jbi-4717	60	37	image	image	NOUN
jbi-4717	60	38	classification	classification	NOUN
jbi-4717	60	39	process	process	NOUN
jbi-4717	60	40	(	(	PUNCT
jbi-4717	60	41	fig	fig	NOUN
jbi-4717	60	42	2b	2b	NUM
jbi-4717	60	43	)	)	PUNCT
jbi-4717	60	44	.	.	PUNCT
jbi-4717	61	1	an	an	DET
jbi-4717	61	2	example	example	NOUN
jbi-4717	61	3	of	of	ADP
jbi-4717	61	4	each	each	PRON
jbi-4717	61	5	of	of	ADP
jbi-4717	61	6	these	these	DET
jbi-4717	61	7	cases	case	NOUN
jbi-4717	61	8	is	be	AUX
jbi-4717	61	9	presented	present	VERB
jbi-4717	61	10	here	here	ADV
jbi-4717	61	11	.	.	PUNCT
jbi-4717	62	1	generation	generation	NOUN
jbi-4717	62	2	of	of	ADP
jbi-4717	62	3	a	a	DET
jbi-4717	62	4	primary	primary	ADJ
jbi-4717	62	5	dataset	dataset	NOUN
jbi-4717	62	6	pointsampler	pointsampler	NOUN
jbi-4717	62	7	was	be	AUX
jbi-4717	62	8	as	as	ADP
jbi-4717	62	9	part	part	NOUN
jbi-4717	62	10	of	of	ADP
jbi-4717	62	11	an	an	DET
jbi-4717	62	12	assessment	assessment	NOUN
jbi-4717	62	13	of	of	ADP
jbi-4717	62	14	floodplain	floodplain	NOUN
jbi-4717	62	15	woodland	woodland	NOUN
jbi-4717	62	16	structure	structure	NOUN
jbi-4717	62	17	and	and	CCONJ
jbi-4717	62	18	condition	condition	NOUN
jbi-4717	62	19	(	(	PUNCT
jbi-4717	62	20	mcginness	mcginness	PROPN
jbi-4717	62	21	et	et	PROPN
jbi-4717	62	22	al	al	PROPN
jbi-4717	62	23	.	.	PROPN
jbi-4717	62	24	2013	2013	NUM
jbi-4717	62	25	)	)	PUNCT
jbi-4717	62	26	to	to	PART
jbi-4717	62	27	streamline	streamline	VERB
jbi-4717	62	28	the	the	DET
jbi-4717	62	29	capture	capture	NOUN
jbi-4717	62	30	of	of	ADP
jbi-4717	62	31	groundcover	groundcover	NOUN
jbi-4717	62	32	data	datum	NOUN
jbi-4717	62	33	along	along	ADP
jbi-4717	62	34	transects	transect	NOUN
jbi-4717	62	35	within	within	ADP
jbi-4717	62	36	study	study	NOUN
jbi-4717	62	37	sites	site	NOUN
jbi-4717	62	38	.	.	PUNCT
jbi-4717	63	1	photographs	photograph	NOUN
jbi-4717	63	2	were	be	AUX
jbi-4717	63	3	taken	take	VERB
jbi-4717	63	4	1.5	1.5	NUM
jbi-4717	63	5	m	m	NOUN
jbi-4717	63	6	above	above	ADP
jbi-4717	63	7	the	the	DET
jbi-4717	63	8	ground	ground	NOUN
jbi-4717	63	9	using	use	VERB
jbi-4717	63	10	12	12	NUM
jbi-4717	63	11	megapixel	megapixel	ADJ
jbi-4717	63	12	compact	compact	ADJ
jbi-4717	63	13	digital	digital	ADJ
jbi-4717	63	14	cameras	camera	NOUN
jbi-4717	63	15	.	.	PUNCT
jbi-4717	64	1	prior	prior	ADV
jbi-4717	64	2	to	to	ADP
jbi-4717	64	3	analysis	analysis	NOUN
jbi-4717	64	4	using	use	VERB
jbi-4717	64	5	pointsampler	pointsampler	NOUN
jbi-4717	64	6	,	,	PUNCT
jbi-4717	64	7	the	the	DET
jbi-4717	64	8	individual	individual	ADJ
jbi-4717	64	9	images	image	NOUN
jbi-4717	64	10	were	be	AUX
jbi-4717	64	11	named	name	VERB
jbi-4717	64	12	so	so	ADV
jbi-4717	64	13	as	as	SCONJ
jbi-4717	64	14	to	to	PART
jbi-4717	64	15	identify	identify	VERB
jbi-4717	64	16	the	the	DET
jbi-4717	64	17	site	site	NOUN
jbi-4717	64	18	at	at	ADP
jbi-4717	64	19	which	which	PRON
jbi-4717	64	20	they	they	PRON
jbi-4717	64	21	were	be	AUX
jbi-4717	64	22	captured	capture	VERB
jbi-4717	64	23	,	,	PUNCT
jbi-4717	64	24	but	but	CCONJ
jbi-4717	64	25	no	no	DET
jbi-4717	64	26	other	other	ADJ
jbi-4717	64	27	image	image	NOUN
jbi-4717	64	28	preprocessing	preprocessing	NOUN
jbi-4717	64	29	was	be	AUX
jbi-4717	64	30	performed	perform	VERB
jbi-4717	64	31	.	.	PUNCT
jbi-4717	65	1	pointsampler	pointsampler	NOUN
jbi-4717	65	2	was	be	AUX
jbi-4717	65	3	effectively	effectively	ADV
jbi-4717	65	4	used	use	VERB
jbi-4717	65	5	to	to	PART
jbi-4717	65	6	capture	capture	VERB
jbi-4717	65	7	a	a	DET
jbi-4717	65	8	range	range	NOUN
jbi-4717	65	9	of	of	ADP
jbi-4717	65	10	attributes	attribute	NOUN
jbi-4717	65	11	from	from	ADP
jbi-4717	65	12	each	each	DET
jbi-4717	65	13	image	image	NOUN
jbi-4717	65	14	,	,	PUNCT
jbi-4717	65	15	figure	figure	NOUN
jbi-4717	65	16	2	2	NUM
jbi-4717	65	17	:	:	PUNCT
jbi-4717	65	18	applications	application	NOUN
jbi-4717	65	19	of	of	ADP
jbi-4717	65	20	pointsampler	pointsampler	NOUN
jbi-4717	65	21	in	in	ADP
jbi-4717	65	22	(	(	PUNCT
jbi-4717	65	23	a	a	PRON
jbi-4717	65	24	)	)	PUNCT
jbi-4717	65	25	primary	primary	ADJ
jbi-4717	65	26	data	datum	NOUN
jbi-4717	65	27	capture	capture	NOUN
jbi-4717	65	28	and	and	CCONJ
jbi-4717	65	29	(	(	PUNCT
jbi-4717	65	30	b	b	NOUN
jbi-4717	65	31	)	)	PUNCT
jbi-4717	65	32	generation	generation	NOUN
jbi-4717	65	33	of	of	ADP
jbi-4717	65	34	a	a	DET
jbi-4717	65	35	dataset	dataset	NOUN
jbi-4717	65	36	for	for	ADP
jbi-4717	65	37	validating	validate	VERB
jbi-4717	65	38	an	an	DET
jbi-4717	65	39	automated	automate	VERB
jbi-4717	65	40	image	image	NOUN
jbi-4717	65	41	classification	classification	NOUN
jbi-4717	65	42	process	process	NOUN
jbi-4717	65	43	.	.	PUNCT
jbi-4717	66	1	gobbett	gobbett	NOUN
jbi-4717	66	2	and	and	CCONJ
jbi-4717	66	3	zerger	zerger	NOUN
jbi-4717	66	4	–	–	PUNCT
jbi-4717	66	5	pointsampler	pointsampler	NOUN
jbi-4717	66	6	16	16	NUM
jbi-4717	66	7	including	include	VERB
jbi-4717	66	8	the	the	DET
jbi-4717	66	9	presence	presence	NOUN
jbi-4717	66	10	of	of	ADP
jbi-4717	66	11	three	three	NUM
jbi-4717	66	12	indicator	indicator	NOUN
jbi-4717	66	13	plant	plant	NOUN
jbi-4717	66	14	species	specie	NOUN
jbi-4717	66	15	.	.	PUNCT
jbi-4717	67	1	the	the	DET
jbi-4717	67	2	camera	camera	NOUN
jbi-4717	67	3	images	image	NOUN
jbi-4717	67	4	did	do	AUX
jbi-4717	67	5	not	not	PART
jbi-4717	67	6	need	need	VERB
jbi-4717	67	7	to	to	PART
jbi-4717	67	8	be	be	AUX
jbi-4717	67	9	spatially	spatially	ADV
jbi-4717	67	10	referenced	reference	VERB
jbi-4717	67	11	since	since	SCONJ
jbi-4717	67	12	there	there	PRON
jbi-4717	67	13	was	be	VERB
jbi-4717	67	14	no	no	DET
jbi-4717	67	15	intention	intention	NOUN
jbi-4717	67	16	to	to	PART
jbi-4717	67	17	compare	compare	VERB
jbi-4717	67	18	repeat	repeat	NOUN
jbi-4717	67	19	images	image	NOUN
jbi-4717	67	20	of	of	ADP
jbi-4717	67	21	the	the	DET
jbi-4717	67	22	same	same	ADJ
jbi-4717	67	23	sites	site	NOUN
jbi-4717	67	24	,	,	PUNCT
jbi-4717	67	25	and	and	CCONJ
jbi-4717	67	26	so	so	ADV
jbi-4717	67	27	they	they	PRON
jbi-4717	67	28	could	could	AUX
jbi-4717	67	29	be	be	AUX
jbi-4717	67	30	processed	process	VERB
jbi-4717	67	31	with	with	ADP
jbi-4717	67	32	pointsampler	pointsampler	NOUN
jbi-4717	67	33	without	without	ADP
jbi-4717	67	34	additional	additional	ADJ
jbi-4717	67	35	processing	processing	NOUN
jbi-4717	67	36	.	.	PUNCT
jbi-4717	68	1	in	in	ADP
jbi-4717	68	2	this	this	DET
jbi-4717	68	3	case	case	NOUN
jbi-4717	68	4	,	,	PUNCT
jbi-4717	68	5	the	the	DET
jbi-4717	68	6	use	use	NOUN
jbi-4717	68	7	of	of	ADP
jbi-4717	68	8	pointsampler	pointsampler	NOUN
jbi-4717	68	9	resulted	result	VERB
jbi-4717	68	10	in	in	ADP
jbi-4717	68	11	the	the	DET
jbi-4717	68	12	efficient	efficient	ADJ
jbi-4717	68	13	generation	generation	NOUN
jbi-4717	68	14	of	of	ADP
jbi-4717	68	15	primary	primary	ADJ
jbi-4717	68	16	data	datum	NOUN
jbi-4717	68	17	for	for	ADP
jbi-4717	68	18	each	each	PRON
jbi-4717	68	19	of	of	ADP
jbi-4717	68	20	the	the	DET
jbi-4717	68	21	study	study	NOUN
jbi-4717	68	22	sites	site	NOUN
jbi-4717	68	23	.	.	PUNCT
jbi-4717	69	1	generation	generation	NOUN
jbi-4717	69	2	of	of	ADP
jbi-4717	69	3	a	a	DET
jbi-4717	69	4	dataset	dataset	NOUN
jbi-4717	69	5	for	for	ADP
jbi-4717	69	6	validation	validation	NOUN
jbi-4717	69	7	of	of	ADP
jbi-4717	69	8	automated	automate	VERB
jbi-4717	69	9	classifications	classification	NOUN
jbi-4717	69	10	in	in	ADP
jbi-4717	69	11	a	a	DET
jbi-4717	69	12	ground	ground	NOUN
jbi-4717	69	13	-	-	PUNCT
jbi-4717	69	14	cover	cover	NOUN
jbi-4717	69	15	monitoring	monitoring	NOUN
jbi-4717	69	16	project	project	NOUN
jbi-4717	69	17	,	,	PUNCT
jbi-4717	69	18	daily	daily	ADJ
jbi-4717	69	19	images	image	NOUN
jbi-4717	69	20	of	of	ADP
jbi-4717	69	21	vegetation	vegetation	NOUN
jbi-4717	69	22	plots	plot	NOUN
jbi-4717	69	23	were	be	AUX
jbi-4717	69	24	captured	capture	VERB
jbi-4717	69	25	over	over	ADP
jbi-4717	69	26	a	a	DET
jbi-4717	69	27	six	six	NUM
jbi-4717	69	28	month	month	NOUN
jbi-4717	69	29	period	period	NOUN
jbi-4717	69	30	using	use	VERB
jbi-4717	69	31	fixed	fix	VERB
jbi-4717	69	32	,	,	PUNCT
jbi-4717	69	33	downward	downward	ADJ
jbi-4717	69	34	pointing	pointing	NOUN
jbi-4717	69	35	,	,	PUNCT
jbi-4717	69	36	consumer	consumer	NOUN
jbi-4717	69	37	grade	grade	NOUN
jbi-4717	69	38	,	,	PUNCT
jbi-4717	69	39	weatherproof	weatherproof	ADJ
jbi-4717	69	40	digital	digital	ADJ
jbi-4717	69	41	cameras	camera	NOUN
jbi-4717	69	42	(	(	PUNCT
jbi-4717	69	43	zerger	zerger	NOUN
jbi-4717	69	44	et	et	PROPN
jbi-4717	69	45	al	al	PROPN
jbi-4717	69	46	.	.	PROPN
jbi-4717	69	47	2012	2012	NUM
jbi-4717	69	48	)	)	PUNCT
jbi-4717	69	49	.	.	PUNCT
jbi-4717	70	1	to	to	PART
jbi-4717	70	2	assess	assess	VERB
jbi-4717	70	3	changes	change	NOUN
jbi-4717	70	4	in	in	ADP
jbi-4717	70	5	groundcover	groundcover	NOUN
jbi-4717	70	6	we	we	PRON
jbi-4717	70	7	focused	focus	VERB
jbi-4717	70	8	on	on	ADP
jbi-4717	70	9	five	five	NUM
jbi-4717	70	10	classes	class	NOUN
jbi-4717	70	11	,	,	PUNCT
jbi-4717	70	12	live	live	VERB
jbi-4717	70	13	(	(	PUNCT
jbi-4717	70	14	l	l	NOUN
jbi-4717	70	15	)	)	PUNCT
jbi-4717	70	16	,	,	PUNCT
jbi-4717	70	17	attached	attach	VERB
jbi-4717	70	18	litter	litter	NOUN
jbi-4717	70	19	(	(	PUNCT
jbi-4717	70	20	a	a	X
jbi-4717	70	21	)	)	PUNCT
jbi-4717	70	22	,	,	PUNCT
jbi-4717	70	23	detached	detach	VERB
jbi-4717	70	24	litter	litter	NOUN
jbi-4717	70	25	(	(	PUNCT
jbi-4717	70	26	d	d	NOUN
jbi-4717	70	27	)	)	PUNCT
jbi-4717	70	28	,	,	PUNCT
jbi-4717	70	29	bare	bare	ADJ
jbi-4717	70	30	ground	ground	NOUN
jbi-4717	70	31	(	(	PUNCT
jbi-4717	70	32	b	b	NOUN
jbi-4717	70	33	)	)	PUNCT
jbi-4717	70	34	and	and	CCONJ
jbi-4717	70	35	other	other	ADJ
jbi-4717	70	36	(	(	PUNCT
jbi-4717	70	37	o	o	NOUN
jbi-4717	70	38	)	)	PUNCT
jbi-4717	70	39	.	.	PUNCT
jbi-4717	71	1	automated	automate	VERB
jbi-4717	71	2	processing	processing	NOUN
jbi-4717	71	3	was	be	AUX
jbi-4717	71	4	used	use	VERB
jbi-4717	71	5	to	to	PART
jbi-4717	71	6	apply	apply	VERB
jbi-4717	71	7	a	a	DET
jbi-4717	71	8	maximum	maximum	ADJ
jbi-4717	71	9	likelihood	likelihood	NOUN
jbi-4717	71	10	classifier	classifier	NOUN
jbi-4717	71	11	method	method	NOUN
jbi-4717	71	12	within	within	ADP
jbi-4717	71	13	envi	envi	PROPN
jbi-4717	71	14	(	(	PUNCT
jbi-4717	71	15	itt	itt	INTJ
jbi-4717	71	16	visual	visual	ADJ
jbi-4717	71	17	solutions	solution	NOUN
jbi-4717	71	18	,	,	PUNCT
jbi-4717	71	19	2008	2008	NUM
jbi-4717	71	20	)	)	PUNCT
jbi-4717	71	21	to	to	PART
jbi-4717	71	22	detect	detect	VERB
jbi-4717	71	23	trends	trend	NOUN
jbi-4717	71	24	in	in	ADP
jbi-4717	71	25	cover	cover	NOUN
jbi-4717	71	26	proportions	proportion	NOUN
jbi-4717	71	27	over	over	ADP
jbi-4717	71	28	the	the	DET
jbi-4717	71	29	entire	entire	ADJ
jbi-4717	71	30	time	time	NOUN
jbi-4717	71	31	series	series	NOUN
jbi-4717	71	32	.	.	PUNCT
jbi-4717	72	1	image	image	NOUN
jbi-4717	72	2	preparation	preparation	NOUN
jbi-4717	72	3	included	include	VERB
jbi-4717	72	4	georeferencing	georeferencing	NOUN
jbi-4717	72	5	and	and	CCONJ
jbi-4717	72	6	cropping	crop	VERB
jbi-4717	72	7	each	each	DET
jbi-4717	72	8	image	image	NOUN
jbi-4717	72	9	to	to	ADP
jbi-4717	72	10	the	the	DET
jbi-4717	72	11	plot	plot	NOUN
jbi-4717	72	12	boundary	boundary	NOUN
jbi-4717	72	13	,	,	PUNCT
jbi-4717	72	14	which	which	PRON
jbi-4717	72	15	enabled	enable	VERB
jbi-4717	72	16	appraisal	appraisal	NOUN
jbi-4717	72	17	of	of	ADP
jbi-4717	72	18	change	change	NOUN
jbi-4717	72	19	at	at	ADP
jbi-4717	72	20	individual	individual	ADJ
jbi-4717	72	21	points	point	NOUN
jbi-4717	72	22	in	in	ADP
jbi-4717	72	23	sequential	sequential	ADJ
jbi-4717	72	24	images	image	NOUN
jbi-4717	72	25	.	.	PUNCT
jbi-4717	73	1	in	in	ADP
jbi-4717	73	2	a	a	DET
jbi-4717	73	3	similar	similar	ADJ
jbi-4717	73	4	way	way	NOUN
jbi-4717	73	5	to	to	PART
jbi-4717	73	6	rotz	rotz	VERB
jbi-4717	73	7	et	et	PROPN
jbi-4717	73	8	al	al	PROPN
jbi-4717	73	9	.	.	PROPN
jbi-4717	74	1	(	(	PUNCT
jbi-4717	74	2	2008	2008	NUM
jbi-4717	74	3	)	)	PUNCT
jbi-4717	74	4	we	we	PRON
jbi-4717	74	5	required	require	VERB
jbi-4717	74	6	a	a	DET
jbi-4717	74	7	validation	validation	NOUN
jbi-4717	74	8	dataset	dataset	NOUN
jbi-4717	74	9	based	base	VERB
jbi-4717	74	10	on	on	ADP
jbi-4717	74	11	manual	manual	ADJ
jbi-4717	74	12	image	image	NOUN
jbi-4717	74	13	assessment	assessment	NOUN
jbi-4717	74	14	by	by	ADP
jbi-4717	74	15	a	a	DET
jbi-4717	74	16	skilled	skilled	ADJ
jbi-4717	74	17	operator	operator	NOUN
jbi-4717	74	18	.	.	PUNCT
jbi-4717	75	1	pointsampler	pointsampler	NOUN
jbi-4717	75	2	was	be	AUX
jbi-4717	75	3	used	use	VERB
jbi-4717	75	4	to	to	PART
jbi-4717	75	5	classify	classify	VERB
jbi-4717	75	6	100	100	NUM
jbi-4717	75	7	random	random	ADJ
jbi-4717	75	8	points	point	NOUN
jbi-4717	75	9	from	from	ADP
jbi-4717	75	10	weekly	weekly	ADJ
jbi-4717	75	11	images	image	NOUN
jbi-4717	75	12	selected	select	VERB
jbi-4717	75	13	from	from	ADP
jbi-4717	75	14	the	the	DET
jbi-4717	75	15	larger	large	ADJ
jbi-4717	75	16	timeseries	timeserie	NOUN
jbi-4717	75	17	.	.	PUNCT
jbi-4717	76	1	in	in	ADP
jbi-4717	76	2	this	this	DET
jbi-4717	76	3	case	case	NOUN
jbi-4717	76	4	,	,	PUNCT
jbi-4717	76	5	pointsampler	pointsampler	NOUN
jbi-4717	76	6	enabled	enable	VERB
jbi-4717	76	7	the	the	DET
jbi-4717	76	8	generation	generation	NOUN
jbi-4717	76	9	of	of	ADP
jbi-4717	76	10	a	a	DET
jbi-4717	76	11	validation	validation	NOUN
jbi-4717	76	12	dataset	dataset	NOUN
jbi-4717	76	13	used	use	VERB
jbi-4717	76	14	to	to	PART
jbi-4717	76	15	assess	assess	VERB
jbi-4717	76	16	the	the	DET
jbi-4717	76	17	automated	automate	VERB
jbi-4717	76	18	image	image	NOUN
jbi-4717	76	19	classification	classification	NOUN
jbi-4717	76	20	process	process	NOUN
jbi-4717	76	21	.	.	PUNCT
jbi-4717	77	1	while	while	SCONJ
jbi-4717	77	2	performing	perform	VERB
jbi-4717	77	3	the	the	DET
jbi-4717	77	4	manual	manual	ADJ
jbi-4717	77	5	assessments	assessment	NOUN
jbi-4717	77	6	using	use	VERB
jbi-4717	77	7	pointsampler	pointsampler	NOUN
jbi-4717	77	8	,	,	PUNCT
jbi-4717	77	9	some	some	DET
jbi-4717	77	10	subjectivity	subjectivity	NOUN
jbi-4717	77	11	became	become	VERB
jbi-4717	77	12	apparent	apparent	ADJ
jbi-4717	77	13	in	in	ADP
jbi-4717	77	14	the	the	DET
jbi-4717	77	15	differentiation	differentiation	NOUN
jbi-4717	77	16	of	of	ADP
jbi-4717	77	17	classes	class	NOUN
jbi-4717	77	18	which	which	PRON
jbi-4717	77	19	tend	tend	VERB
jbi-4717	77	20	to	to	PART
jbi-4717	77	21	occur	occur	VERB
jbi-4717	77	22	across	across	ADP
jbi-4717	77	23	a	a	DET
jbi-4717	77	24	gradient	gradient	NOUN
jbi-4717	77	25	,	,	PUNCT
jbi-4717	77	26	such	such	ADJ
jbi-4717	77	27	as	as	ADP
jbi-4717	77	28	from	from	ADP
jbi-4717	77	29	a	a	DET
jbi-4717	77	30	to	to	ADP
jbi-4717	77	31	d	d	PROPN
jbi-4717	77	32	and	and	CCONJ
jbi-4717	77	33	d	d	X
jbi-4717	77	34	to	to	ADP
jbi-4717	77	35	b.	b.	PROPN
jbi-4717	77	36	it	it	PRON
jbi-4717	77	37	was	be	AUX
jbi-4717	77	38	helpful	helpful	ADJ
jbi-4717	77	39	to	to	PART
jbi-4717	77	40	elucidate	elucidate	VERB
jbi-4717	77	41	clear	clear	ADJ
jbi-4717	77	42	rules	rule	NOUN
jbi-4717	77	43	to	to	PART
jbi-4717	77	44	assist	assist	VERB
jbi-4717	77	45	the	the	DET
jbi-4717	77	46	operator	operator	NOUN
jbi-4717	77	47	in	in	ADP
jbi-4717	77	48	performing	perform	VERB
jbi-4717	77	49	the	the	DET
jbi-4717	77	50	classifications	classification	NOUN
jbi-4717	77	51	.	.	PUNCT
jbi-4717	78	1	for	for	ADP
jbi-4717	78	2	a	a	DET
jbi-4717	78	3	detailed	detailed	ADJ
jbi-4717	78	4	description	description	NOUN
jbi-4717	78	5	of	of	ADP
jbi-4717	78	6	these	these	DET
jbi-4717	78	7	rules	rule	NOUN
jbi-4717	78	8	see	see	VERB
jbi-4717	78	9	zerger	zerger	NOUN
jbi-4717	78	10	et	et	PROPN
jbi-4717	78	11	al	al	PROPN
jbi-4717	78	12	.	.	PROPN
jbi-4717	79	1	(	(	PUNCT
jbi-4717	79	2	2012	2012	NUM
jbi-4717	79	3	)	)	PUNCT
jbi-4717	79	4	.	.	PUNCT
jbi-4717	80	1	overall	overall	ADJ
jbi-4717	80	2	pointsampler	pointsampler	NOUN
jbi-4717	80	3	enabled	enable	VERB
jbi-4717	80	4	the	the	DET
jbi-4717	80	5	operator	operator	NOUN
jbi-4717	80	6	to	to	PART
jbi-4717	80	7	process	process	VERB
jbi-4717	80	8	the	the	DET
jbi-4717	80	9	images	image	NOUN
jbi-4717	80	10	far	far	ADV
jbi-4717	80	11	more	more	ADV
jbi-4717	80	12	rapidly	rapidly	ADV
jbi-4717	80	13	than	than	SCONJ
jbi-4717	80	14	would	would	AUX
jbi-4717	80	15	otherwise	otherwise	ADV
jbi-4717	80	16	have	have	AUX
jbi-4717	80	17	been	be	AUX
jbi-4717	80	18	possible	possible	ADJ
jbi-4717	80	19	with	with	ADP
jbi-4717	80	20	a	a	DET
jbi-4717	80	21	more	more	ADV
jbi-4717	80	22	manual	manual	ADJ
jbi-4717	80	23	process	process	NOUN
jbi-4717	80	24	.	.	PUNCT
jbi-4717	81	1	discussion	discussion	NOUN
jbi-4717	81	2	the	the	DET
jbi-4717	81	3	above	above	ADJ
jbi-4717	81	4	examples	example	NOUN
jbi-4717	81	5	illustrate	illustrate	VERB
jbi-4717	81	6	the	the	DET
jbi-4717	81	7	utility	utility	NOUN
jbi-4717	81	8	of	of	ADP
jbi-4717	81	9	pointsampler	pointsampler	NOUN
jbi-4717	81	10	for	for	ADP
jbi-4717	81	11	the	the	DET
jbi-4717	81	12	collection	collection	NOUN
jbi-4717	81	13	of	of	ADP
jbi-4717	81	14	primary	primary	ADJ
jbi-4717	81	15	data	datum	NOUN
jbi-4717	81	16	for	for	ADP
jbi-4717	81	17	field	field	NOUN
jbi-4717	81	18	research	research	NOUN
jbi-4717	81	19	,	,	PUNCT
jbi-4717	81	20	and	and	CCONJ
jbi-4717	81	21	for	for	ADP
jbi-4717	81	22	generating	generate	VERB
jbi-4717	81	23	a	a	DET
jbi-4717	81	24	validation	validation	NOUN
jbi-4717	81	25	dataset	dataset	NOUN
jbi-4717	81	26	used	use	VERB
jbi-4717	81	27	in	in	ADP
jbi-4717	81	28	an	an	DET
jbi-4717	81	29	automated	automate	VERB
jbi-4717	81	30	image	image	NOUN
jbi-4717	81	31	classification	classification	NOUN
jbi-4717	81	32	process	process	NOUN
jbi-4717	81	33	.	.	PUNCT
jbi-4717	82	1	in	in	ADP
jbi-4717	82	2	both	both	DET
jbi-4717	82	3	case	case	NOUN
jbi-4717	82	4	studies	study	NOUN
jbi-4717	82	5	,	,	PUNCT
jbi-4717	82	6	clearly	clearly	ADV
jbi-4717	82	7	defined	define	VERB
jbi-4717	82	8	rules	rule	NOUN
jbi-4717	82	9	were	be	AUX
jbi-4717	82	10	needed	need	VERB
jbi-4717	82	11	to	to	PART
jbi-4717	82	12	assist	assist	VERB
jbi-4717	82	13	the	the	DET
jbi-4717	82	14	operator	operator	NOUN
jbi-4717	82	15	in	in	ADP
jbi-4717	82	16	the	the	DET
jbi-4717	82	17	classification	classification	NOUN
jbi-4717	82	18	task	task	NOUN
jbi-4717	82	19	.	.	PUNCT
jbi-4717	83	1	in	in	ADP
jbi-4717	83	2	both	both	DET
jbi-4717	83	3	cases	case	NOUN
jbi-4717	83	4	pointsampler	pointsampler	NOUN
jbi-4717	83	5	enabled	enable	VERB
jbi-4717	83	6	the	the	DET
jbi-4717	83	7	processing	processing	NOUN
jbi-4717	83	8	of	of	ADP
jbi-4717	83	9	larger	large	ADJ
jbi-4717	83	10	numbers	number	NOUN
jbi-4717	83	11	of	of	ADP
jbi-4717	83	12	images	image	NOUN
jbi-4717	83	13	than	than	SCONJ
jbi-4717	83	14	would	would	AUX
jbi-4717	83	15	otherwise	otherwise	ADV
jbi-4717	83	16	have	have	AUX
jbi-4717	83	17	been	be	AUX
jbi-4717	83	18	feasible	feasible	ADJ
jbi-4717	83	19	in	in	ADP
jbi-4717	83	20	the	the	DET
jbi-4717	83	21	available	available	ADJ
jbi-4717	83	22	time	time	NOUN
jbi-4717	83	23	.	.	PUNCT
jbi-4717	84	1	importantly	importantly	ADV
jbi-4717	84	2	,	,	PUNCT
jbi-4717	84	3	the	the	DET
jbi-4717	84	4	integration	integration	NOUN
jbi-4717	84	5	of	of	ADP
jbi-4717	84	6	pointsampler	pointsampler	NOUN
jbi-4717	84	7	within	within	ADP
jbi-4717	84	8	a	a	DET
jbi-4717	84	9	gis	gis	NOUN
jbi-4717	84	10	allows	allow	VERB
jbi-4717	84	11	it	it	PRON
jbi-4717	84	12	to	to	PART
jbi-4717	84	13	be	be	AUX
jbi-4717	84	14	incorporated	incorporate	VERB
jbi-4717	84	15	into	into	ADP
jbi-4717	84	16	image	image	NOUN
jbi-4717	84	17	processing	processing	NOUN
jbi-4717	84	18	workflows	workflow	NOUN
jbi-4717	84	19	that	that	PRON
jbi-4717	84	20	can	can	AUX
jbi-4717	84	21	be	be	AUX
jbi-4717	84	22	automated	automate	VERB
jbi-4717	84	23	with	with	ADP
jbi-4717	84	24	the	the	DET
jbi-4717	84	25	python	python	PROPN
jbi-4717	84	26	scripting	scripting	NOUN
jbi-4717	84	27	language	language	NOUN
jbi-4717	84	28	.	.	PUNCT
jbi-4717	85	1	for	for	ADP
jbi-4717	85	2	example	example	NOUN
jbi-4717	85	3	,	,	PUNCT
jbi-4717	85	4	using	use	VERB
jbi-4717	85	5	python	python	NOUN
jbi-4717	85	6	,	,	PUNCT
jbi-4717	85	7	cover	cover	VERB
jbi-4717	85	8	class	class	NOUN
jbi-4717	85	9	scores	score	NOUN
jbi-4717	85	10	from	from	ADP
jbi-4717	85	11	a	a	DET
jbi-4717	85	12	series	series	NOUN
jbi-4717	85	13	of	of	ADP
jbi-4717	85	14	images	image	NOUN
jbi-4717	85	15	using	use	VERB
jbi-4717	85	16	pointsampler	pointsampler	NOUN
jbi-4717	85	17	could	could	AUX
jbi-4717	85	18	be	be	AUX
jbi-4717	85	19	summarized	summarize	VERB
jbi-4717	85	20	,	,	PUNCT
jbi-4717	85	21	or	or	CCONJ
jbi-4717	85	22	cross	cross	VERB
jbi-4717	85	23	tabulated	tabulate	VERB
jbi-4717	85	24	against	against	ADP
jbi-4717	85	25	reference	reference	NOUN
jbi-4717	85	26	images	image	NOUN
jbi-4717	85	27	to	to	PART
jbi-4717	85	28	calculate	calculate	VERB
jbi-4717	85	29	accuracy	accuracy	NOUN
jbi-4717	85	30	scores	score	NOUN
jbi-4717	85	31	such	such	ADJ
jbi-4717	85	32	as	as	ADP
jbi-4717	85	33	user	user	NOUN
jbi-4717	85	34	’s	’s	PART
jbi-4717	85	35	accuracy	accuracy	NOUN
jbi-4717	85	36	,	,	PUNCT
jbi-4717	85	37	producer	producer	NOUN
jbi-4717	85	38	’s	’s	PART
jbi-4717	85	39	accuracy	accuracy	NOUN
jbi-4717	85	40	and	and	CCONJ
jbi-4717	85	41	kappa	kappa	ADJ
jbi-4717	85	42	coefficients	coefficient	NOUN
jbi-4717	85	43	(	(	PUNCT
jbi-4717	85	44	congalton	congalton	PROPN
jbi-4717	85	45	1991	1991	NUM
jbi-4717	85	46	)	)	PUNCT
jbi-4717	85	47	.	.	PUNCT
jbi-4717	86	1	we	we	PRON
jbi-4717	86	2	intend	intend	VERB
jbi-4717	86	3	to	to	PART
jbi-4717	86	4	update	update	VERB
jbi-4717	86	5	pointsampler	pointsampler	NOUN
jbi-4717	86	6	from	from	ADP
jbi-4717	86	7	time	time	NOUN
jbi-4717	86	8	-	-	PUNCT
jbi-4717	86	9	totime	totime	NOUN
jbi-4717	86	10	to	to	PART
jbi-4717	86	11	accommodate	accommodate	VERB
jbi-4717	86	12	new	new	ADJ
jbi-4717	86	13	versions	version	NOUN
jbi-4717	86	14	of	of	ADP
jbi-4717	86	15	arcgis	arcgis	PROPN
jbi-4717	86	16	software	software	NOUN
jbi-4717	86	17	.	.	PUNCT
jbi-4717	87	1	pointsampler	pointsampler	NOUN
jbi-4717	87	2	benefits	benefit	NOUN
jbi-4717	87	3	from	from	ADP
jbi-4717	87	4	tight	tight	ADJ
jbi-4717	87	5	integration	integration	NOUN
jbi-4717	87	6	within	within	ADP
jbi-4717	87	7	the	the	DET
jbi-4717	87	8	arcgis	arcgis	PROPN
jbi-4717	87	9	user	user	NOUN
jbi-4717	87	10	interface	interface	NOUN
jbi-4717	87	11	,	,	PUNCT
jbi-4717	87	12	which	which	PRON
jbi-4717	87	13	however	however	ADV
jbi-4717	87	14	precludes	preclude	VERB
jbi-4717	87	15	it	it	PRON
jbi-4717	87	16	from	from	ADP
jbi-4717	87	17	use	use	NOUN
jbi-4717	87	18	with	with	ADP
jbi-4717	87	19	different	different	ADJ
jbi-4717	87	20	gis	gis	PROPN
jbi-4717	87	21	software	software	NOUN
jbi-4717	87	22	.	.	PUNCT
jbi-4717	88	1	while	while	SCONJ
jbi-4717	88	2	pointsampler	pointsampler	NOUN
jbi-4717	88	3	is	be	AUX
jbi-4717	88	4	a	a	DET
jbi-4717	88	5	useful	useful	ADJ
jbi-4717	88	6	tool	tool	NOUN
jbi-4717	88	7	in	in	ADP
jbi-4717	88	8	its	its	PRON
jbi-4717	88	9	current	current	ADJ
jbi-4717	88	10	form	form	NOUN
jbi-4717	88	11	,	,	PUNCT
jbi-4717	88	12	a	a	DET
jbi-4717	88	13	number	number	NOUN
jbi-4717	88	14	of	of	ADP
jbi-4717	88	15	enhancements	enhancement	NOUN
jbi-4717	88	16	are	be	AUX
jbi-4717	88	17	being	be	AUX
jbi-4717	88	18	considered	consider	VERB
jbi-4717	88	19	for	for	ADP
jbi-4717	88	20	a	a	DET
jbi-4717	88	21	future	future	ADJ
jbi-4717	88	22	version	version	NOUN
jbi-4717	88	23	.	.	PUNCT
jbi-4717	89	1	these	these	PRON
jbi-4717	89	2	include	include	VERB
jbi-4717	89	3	the	the	DET
jbi-4717	89	4	addition	addition	NOUN
jbi-4717	89	5	of	of	ADP
jbi-4717	89	6	program	program	NOUN
jbi-4717	89	7	features	feature	NOUN
jbi-4717	89	8	to	to	PART
jbi-4717	89	9	simplify	simplify	VERB
jbi-4717	89	10	editing	editing	NOUN
jbi-4717	89	11	of	of	ADP
jbi-4717	89	12	the	the	DET
jbi-4717	89	13	classification	classification	NOUN
jbi-4717	89	14	codes	code	NOUN
jbi-4717	89	15	,	,	PUNCT
jbi-4717	89	16	shapefile	shapefile	NOUN
jbi-4717	89	17	management	management	NOUN
jbi-4717	89	18	(	(	PUNCT
jbi-4717	89	19	such	such	ADJ
jbi-4717	89	20	as	as	ADP
jbi-4717	89	21	simplifying	simplify	VERB
jbi-4717	89	22	the	the	DET
jbi-4717	89	23	addition	addition	NOUN
jbi-4717	89	24	of	of	ADP
jbi-4717	89	25	a	a	DET
jbi-4717	89	26	field	field	NOUN
jbi-4717	89	27	for	for	ADP
jbi-4717	89	28	a	a	DET
jbi-4717	89	29	new	new	ADJ
jbi-4717	89	30	image	image	NOUN
jbi-4717	89	31	)	)	PUNCT
jbi-4717	89	32	,	,	PUNCT
jbi-4717	89	33	a	a	DET
jbi-4717	89	34	training	training	NOUN
jbi-4717	89	35	mode	mode	NOUN
jbi-4717	89	36	–	–	PUNCT
jbi-4717	89	37	similar	similar	ADJ
jbi-4717	89	38	to	to	ADP
jbi-4717	89	39	that	that	PRON
jbi-4717	89	40	offered	offer	VERB
jbi-4717	89	41	in	in	ADP
jbi-4717	89	42	samplepoint	samplepoint	NOUN
jbi-4717	89	43	,	,	PUNCT
jbi-4717	89	44	which	which	PRON
jbi-4717	89	45	allows	allow	VERB
jbi-4717	89	46	inexperienced	inexperienced	ADJ
jbi-4717	89	47	users	user	NOUN
jbi-4717	89	48	to	to	PART
jbi-4717	89	49	compare	compare	VERB
jbi-4717	89	50	their	their	PRON
jbi-4717	89	51	classification	classification	NOUN
jbi-4717	89	52	choices	choice	NOUN
jbi-4717	89	53	against	against	ADP
jbi-4717	89	54	those	those	PRON
jbi-4717	89	55	of	of	ADP
jbi-4717	89	56	an	an	DET
jbi-4717	89	57	expert	expert	NOUN
jbi-4717	89	58	,	,	PUNCT
jbi-4717	89	59	and	and	CCONJ
jbi-4717	89	60	a	a	DET
jbi-4717	89	61	function	function	NOUN
jbi-4717	89	62	to	to	PART
jbi-4717	89	63	generate	generate	VERB
jbi-4717	89	64	producer	producer	NOUN
jbi-4717	89	65	’s	’s	PART
jbi-4717	89	66	and	and	CCONJ
jbi-4717	89	67	user	user	NOUN
jbi-4717	89	68	’s	’s	PART
jbi-4717	89	69	accuracy	accuracy	NOUN
jbi-4717	89	70	statistics	statistic	NOUN
jbi-4717	89	71	(	(	PUNCT
jbi-4717	89	72	congalton	congalton	PROPN
jbi-4717	89	73	1991	1991	NUM
jbi-4717	89	74	)	)	PUNCT
jbi-4717	89	75	against	against	ADP
jbi-4717	89	76	equivalent	equivalent	ADJ
jbi-4717	89	77	automatically	automatically	ADV
jbi-4717	89	78	classified	classify	VERB
jbi-4717	89	79	images	image	NOUN
jbi-4717	89	80	.	.	PUNCT
jbi-4717	90	1	the	the	DET
jbi-4717	90	2	use	use	NOUN
jbi-4717	90	3	of	of	ADP
jbi-4717	90	4	low	low	ADJ
jbi-4717	90	5	cost	cost	NOUN
jbi-4717	90	6	digital	digital	ADJ
jbi-4717	90	7	photography	photography	NOUN
jbi-4717	90	8	for	for	ADP
jbi-4717	90	9	primary	primary	ADJ
jbi-4717	90	10	field	field	NOUN
jbi-4717	90	11	data	datum	NOUN
jbi-4717	90	12	collection	collection	NOUN
jbi-4717	90	13	and	and	CCONJ
jbi-4717	90	14	assessment	assessment	NOUN
jbi-4717	90	15	,	,	PUNCT
jbi-4717	90	16	such	such	ADJ
jbi-4717	90	17	as	as	ADP
jbi-4717	90	18	in	in	ADP
jbi-4717	90	19	estimating	estimate	VERB
jbi-4717	90	20	proportional	proportional	ADJ
jbi-4717	90	21	composition	composition	NOUN
jbi-4717	90	22	of	of	ADP
jbi-4717	90	23	groundcover	groundcover	NOUN
jbi-4717	90	24	classes	class	NOUN
jbi-4717	90	25	,	,	PUNCT
jbi-4717	90	26	can	can	AUX
jbi-4717	90	27	be	be	AUX
jbi-4717	90	28	substantially	substantially	ADV
jbi-4717	90	29	streamlined	streamline	VERB
jbi-4717	90	30	using	use	VERB
jbi-4717	90	31	pointsampler	pointsampler	NOUN
jbi-4717	90	32	.	.	PUNCT
jbi-4717	91	1	its	its	PRON
jbi-4717	91	2	use	use	NOUN
jbi-4717	91	3	is	be	AUX
jbi-4717	91	4	particularly	particularly	ADV
jbi-4717	91	5	appropriate	appropriate	ADJ
jbi-4717	91	6	where	where	SCONJ
jbi-4717	91	7	gis	gis	PROPN
jbi-4717	91	8	workflows	workflow	VERB
jbi-4717	91	9	form	form	VERB
jbi-4717	91	10	part	part	NOUN
jbi-4717	91	11	of	of	ADP
jbi-4717	91	12	the	the	DET
jbi-4717	91	13	image	image	NOUN
jbi-4717	91	14	analysis	analysis	NOUN
jbi-4717	91	15	process	process	NOUN
jbi-4717	91	16	,	,	PUNCT
jbi-4717	91	17	and	and	CCONJ
jbi-4717	91	18	enables	enable	VERB
jbi-4717	91	19	large	large	ADJ
jbi-4717	91	20	numbers	number	NOUN
jbi-4717	91	21	of	of	ADP
jbi-4717	91	22	images	image	NOUN
jbi-4717	91	23	to	to	PART
jbi-4717	91	24	be	be	AUX
jbi-4717	91	25	manually	manually	ADV
jbi-4717	91	26	assessed	assess	VERB
jbi-4717	91	27	efficiently	efficiently	ADV
jbi-4717	91	28	.	.	PUNCT
jbi-4717	92	1	the	the	DET
jbi-4717	92	2	versatility	versatility	NOUN
jbi-4717	92	3	of	of	ADP
jbi-4717	92	4	pointsampler	pointsampler	NOUN
jbi-4717	92	5	allows	allow	VERB
jbi-4717	92	6	it	it	PRON
jbi-4717	92	7	to	to	PART
jbi-4717	92	8	be	be	AUX
jbi-4717	92	9	applied	apply	VERB
jbi-4717	92	10	to	to	ADP
jbi-4717	92	11	a	a	DET
jbi-4717	92	12	range	range	NOUN
jbi-4717	92	13	of	of	ADP
jbi-4717	92	14	similar	similar	ADJ
jbi-4717	92	15	uses	use	NOUN
jbi-4717	92	16	,	,	PUNCT
jbi-4717	92	17	in	in	ADP
jbi-4717	92	18	any	any	DET
jbi-4717	92	19	domain	domain	NOUN
jbi-4717	92	20	in	in	ADP
jbi-4717	92	21	which	which	PRON
jbi-4717	92	22	classification	classification	NOUN
jbi-4717	92	23	and	and	CCONJ
jbi-4717	92	24	sampling	sampling	NOUN
jbi-4717	92	25	of	of	ADP
jbi-4717	92	26	digital	digital	ADJ
jbi-4717	92	27	images	image	NOUN
jbi-4717	92	28	is	be	AUX
jbi-4717	92	29	used	use	VERB
jbi-4717	92	30	.	.	PUNCT
jbi-4717	93	1	as	as	ADV
jbi-4717	93	2	well	well	ADV
jbi-4717	93	3	as	as	ADP
jbi-4717	93	4	applications	application	NOUN
jbi-4717	93	5	of	of	ADP
jbi-4717	93	6	the	the	DET
jbi-4717	93	7	two	two	NUM
jbi-4717	93	8	types	type	NOUN
jbi-4717	93	9	illustrated	illustrate	VERB
jbi-4717	93	10	here	here	ADV
jbi-4717	93	11	,	,	PUNCT
jbi-4717	93	12	it	it	PRON
jbi-4717	93	13	is	be	AUX
jbi-4717	93	14	conceivable	conceivable	ADJ
jbi-4717	93	15	that	that	SCONJ
jbi-4717	93	16	pointsampler	pointsampler	NOUN
jbi-4717	93	17	could	could	AUX
jbi-4717	93	18	be	be	AUX
jbi-4717	93	19	used	use	VERB
jbi-4717	93	20	for	for	ADP
jbi-4717	93	21	the	the	DET
jbi-4717	93	22	generation	generation	NOUN
jbi-4717	93	23	of	of	ADP
jbi-4717	93	24	training	training	NOUN
jbi-4717	93	25	datasets	dataset	NOUN
jbi-4717	93	26	for	for	ADP
jbi-4717	93	27	input	input	NOUN
jbi-4717	93	28	into	into	ADP
jbi-4717	93	29	automated	automate	VERB
jbi-4717	93	30	processing	processing	NOUN
jbi-4717	93	31	.	.	PUNCT
jbi-4717	94	1	the	the	DET
jbi-4717	94	2	pointsampler	pointsampler	ADJ
jbi-4717	94	3	arcgis	arcgis	PROPN
jbi-4717	94	4	add	add	VERB
jbi-4717	94	5	-	-	PUNCT
jbi-4717	94	6	in	in	NOUN
jbi-4717	94	7	can	can	AUX
jbi-4717	94	8	be	be	AUX
jbi-4717	94	9	downloaded	download	VERB
jbi-4717	94	10	from	from	ADP
jbi-4717	94	11	the	the	DET
jbi-4717	94	12	csiro	csiro	PROPN
jbi-4717	94	13	website1	website1	PROPN
jbi-4717	94	14	.	.	PUNCT
jbi-4717	95	1	acknowledgements	acknowledgement	NOUN
jbi-4717	95	2	feedback	feedback	NOUN
jbi-4717	95	3	provided	provide	VERB
jbi-4717	95	4	about	about	ADP
jbi-4717	95	5	pointsampler	pointsampler	NOUN
jbi-4717	95	6	by	by	ADP
jbi-4717	95	7	various	various	ADJ
jbi-4717	95	8	colleagues	colleague	NOUN
jbi-4717	95	9	,	,	PUNCT
jbi-4717	95	10	especially	especially	ADV
jbi-4717	95	11	micah	micah	PROPN
jbi-4717	95	12	davies	davies	PROPN
jbi-4717	95	13	and	and	CCONJ
jbi-4717	95	14	heather	heather	PROPN
jbi-4717	95	15	mcginness	mcginness	PROPN
jbi-4717	95	16	,	,	PUNCT
jbi-4717	95	17	is	be	AUX
jbi-4717	95	18	appreciated	appreciate	VERB
jbi-4717	95	19	.	.	PUNCT
jbi-4717	96	1	two	two	NUM
jbi-4717	96	2	anonymous	anonymous	ADJ
jbi-4717	96	3	reviewers	reviewer	NOUN
jbi-4717	96	4	provided	provide	VERB
jbi-4717	96	5	valuable	valuable	ADJ
jbi-4717	96	6	comments	comment	NOUN
jbi-4717	96	7	and	and	CCONJ
jbi-4717	96	8	suggestions	suggestion	NOUN
jbi-4717	96	9	.	.	PUNCT
jbi-4717	96	10	  	  	SPACE
jbi-4717	97	1	1	1	NUM
jbi-4717	97	2	http://www.csiro.au/pointsampler	http://www.csiro.au/pointsampler	NOUN
jbi-4717	97	3	gobbett	gobbett	NOUN
jbi-4717	97	4	and	and	CCONJ
jbi-4717	97	5	zerger	zerger	NOUN
jbi-4717	97	6	–	–	PUNCT
jbi-4717	97	7	pointsampler	pointsampler	NOUN
jbi-4717	97	8	17	17	NUM
jbi-4717	97	9	references	reference	NOUN
jbi-4717	97	10	adamsen	adamsen	ADJ
jbi-4717	97	11	,	,	PUNCT
jbi-4717	97	12	f.	f.	PROPN
jbi-4717	97	13	j.	j.	PROPN
jbi-4717	97	14	,	,	PUNCT
jbi-4717	97	15	t.	t.	PROPN
jbi-4717	97	16	a.	a.	NOUN
jbi-4717	97	17	coffelt	coffelt	PROPN
jbi-4717	97	18	,	,	PUNCT
jbi-4717	97	19	j.	j.	PROPN
jbi-4717	97	20	m.	m.	PROPN
jbi-4717	97	21	nelson	nelson	PROPN
jbi-4717	97	22	,	,	PUNCT
jbi-4717	97	23	e.	e.	PROPN
jbi-4717	97	24	m.	m.	PROPN
jbi-4717	97	25	barnes	barnes	PROPN
jbi-4717	97	26	,	,	PUNCT
jbi-4717	97	27	and	and	CCONJ
jbi-4717	97	28	r.	r.	PROPN
jbi-4717	97	29	c.	c.	PROPN
jbi-4717	97	30	rice	rice	PROPN
jbi-4717	97	31	.	.	PUNCT
jbi-4717	98	1	2000	2000	NUM
jbi-4717	98	2	.	.	PUNCT
jbi-4717	99	1	method	method	NOUN
jbi-4717	99	2	for	for	ADP
jbi-4717	99	3	using	use	VERB
jbi-4717	99	4	images	image	NOUN
jbi-4717	99	5	from	from	ADP
jbi-4717	99	6	a	a	DET
jbi-4717	99	7	color	color	NOUN
jbi-4717	99	8	digital	digital	ADJ
jbi-4717	99	9	camera	camera	NOUN
jbi-4717	99	10	to	to	PART
jbi-4717	99	11	estimate	estimate	VERB
jbi-4717	99	12	flower	flower	NOUN
jbi-4717	99	13	number	number	NOUN
jbi-4717	99	14	.	.	PUNCT
jbi-4717	100	1	crop	crop	NOUN
jbi-4717	100	2	sci	sci	PROPN
jbi-4717	100	3	40:704	40:704	PROPN
jbi-4717	100	4	-	-	PUNCT
jbi-4717	100	5	709	709	PROPN
jbi-4717	100	6	.	.	PUNCT
jbi-4717	101	1	beyer	beyer	PROPN
jbi-4717	101	2	,	,	PUNCT
jbi-4717	101	3	h.	h.	PROPN
jbi-4717	101	4	l.	l.	PROPN
jbi-4717	101	5	2011	2011	NUM
jbi-4717	101	6	.	.	PUNCT
jbi-4717	102	1	geospatial	geospatial	ADJ
jbi-4717	102	2	modelling	modelling	NOUN
jbi-4717	102	3	environment	environment	NOUN
jbi-4717	102	4	(	(	PUNCT
jbi-4717	102	5	version	version	NOUN
jbi-4717	102	6	0.5.3	0.5.3	NUM
jbi-4717	102	7	beta	beta	NOUN
jbi-4717	102	8	)	)	PUNCT
jbi-4717	102	9	.	.	PUNCT
jbi-4717	103	1	booth	booth	PROPN
jbi-4717	103	2	,	,	PUNCT
jbi-4717	103	3	d.	d.	PROPN
jbi-4717	103	4	,	,	PUNCT
jbi-4717	103	5	s.	s.	PROPN
jbi-4717	103	6	cox	cox	PROPN
jbi-4717	103	7	,	,	PUNCT
jbi-4717	103	8	and	and	CCONJ
jbi-4717	103	9	r.	r.	PROPN
jbi-4717	103	10	berryman	berryman	PROPN
jbi-4717	103	11	.	.	PUNCT
jbi-4717	104	1	2006	2006	NUM
jbi-4717	104	2	.	.	PUNCT
jbi-4717	105	1	point	point	NOUN
jbi-4717	105	2	sampling	sample	VERB
jbi-4717	105	3	digital	digital	ADJ
jbi-4717	105	4	imagery	imagery	NOUN
jbi-4717	105	5	with	with	ADP
jbi-4717	105	6	‘	'	PUNCT
jbi-4717	105	7	samplepoint	samplepoint	NOUN
jbi-4717	105	8	.	.	PUNCT
jbi-4717	105	9	’	'	PUNCT
jbi-4717	106	1	environ	environ	PROPN
jbi-4717	106	2	monit	monit	PROPN
jbi-4717	106	3	assess	assess	VERB
jbi-4717	106	4	123:97	123:97	NUM
jbi-4717	106	5	-	-	SYM
jbi-4717	106	6	108	108	NUM
jbi-4717	106	7	.	.	PUNCT
jbi-4717	107	1	bowker	bowker	PROPN
jbi-4717	107	2	,	,	PUNCT
jbi-4717	107	3	m.	m.	NOUN
jbi-4717	107	4	a.	a.	PROPN
jbi-4717	107	5	,	,	PUNCT
jbi-4717	107	6	n.	n.	PROPN
jbi-4717	107	7	c.	c.	PROPN
jbi-4717	107	8	johnson	johnson	PROPN
jbi-4717	107	9	,	,	PUNCT
jbi-4717	107	10	j.	j.	PROPN
jbi-4717	107	11	belnap	belnap	PROPN
jbi-4717	107	12	,	,	PUNCT
jbi-4717	107	13	and	and	CCONJ
jbi-4717	107	14	g.	g.	PROPN
jbi-4717	107	15	w.	w.	PROPN
jbi-4717	107	16	koch	koch	PROPN
jbi-4717	107	17	.	.	PUNCT
jbi-4717	108	1	2008	2008	NUM
jbi-4717	108	2	.	.	PUNCT
jbi-4717	109	1	short	short	ADJ
jbi-4717	109	2	-	-	PUNCT
jbi-4717	109	3	term	term	NOUN
jbi-4717	109	4	monitoring	monitoring	NOUN
jbi-4717	109	5	of	of	ADP
jbi-4717	109	6	aridland	aridland	NOUN
jbi-4717	109	7	lichen	lichen	NOUN
jbi-4717	109	8	cover	cover	NOUN
jbi-4717	109	9	and	and	CCONJ
jbi-4717	109	10	biomass	biomass	NOUN
jbi-4717	109	11	using	use	VERB
jbi-4717	109	12	photography	photography	NOUN
jbi-4717	109	13	and	and	CCONJ
jbi-4717	109	14	fatty	fatty	NOUN
jbi-4717	109	15	acids	acid	NOUN
jbi-4717	109	16	.	.	PUNCT
jbi-4717	110	1	j	j	PROPN
jbi-4717	110	2	arid	arid	PROPN
jbi-4717	110	3	environ	environ	X
jbi-4717	110	4	72:869	72:869	NUM
jbi-4717	110	5	-	-	PUNCT
jbi-4717	110	6	878	878	NUM
jbi-4717	110	7	.	.	PUNCT
jbi-4717	111	1	bråkenhielm	bråkenhielm	NOUN
jbi-4717	111	2	,	,	PUNCT
jbi-4717	111	3	s.	s.	PROPN
jbi-4717	111	4	and	and	CCONJ
jbi-4717	111	5	l.	l.	PROPN
jbi-4717	111	6	qinghong	qinghong	PROPN
jbi-4717	111	7	.	.	PUNCT
jbi-4717	112	1	1995	1995	NUM
jbi-4717	112	2	.	.	PUNCT
jbi-4717	113	1	comparison	comparison	NOUN
jbi-4717	113	2	of	of	ADP
jbi-4717	113	3	field	field	NOUN
jbi-4717	113	4	methods	method	NOUN
jbi-4717	113	5	in	in	ADP
jbi-4717	113	6	vegetation	vegetation	NOUN
jbi-4717	113	7	monitoring	monitoring	NOUN
jbi-4717	113	8	.	.	PUNCT
jbi-4717	114	1	water	water	NOUN
jbi-4717	114	2	air	air	NOUN
jbi-4717	114	3	soil	soil	NOUN
jbi-4717	114	4	poll	poll	NOUN
jbi-4717	114	5	79:75	79:75	NUM
jbi-4717	114	6	-	-	SYM
jbi-4717	114	7	87	87	NUM
jbi-4717	114	8	.	.	PUNCT
jbi-4717	115	1	brun	brun	PROPN
jbi-4717	115	2	,	,	PUNCT
jbi-4717	115	3	j.	j.	PROPN
jbi-4717	115	4	m.	m.	PROPN
jbi-4717	115	5	and	and	CCONJ
jbi-4717	115	6	t.	t.	PROPN
jbi-4717	115	7	w.	w.	PROPN
jbi-4717	115	8	box	box	PROPN
jbi-4717	115	9	.	.	PUNCT
jbi-4717	116	1	1963	1963	NUM
jbi-4717	116	2	.	.	PUNCT
jbi-4717	117	1	a	a	DET
jbi-4717	117	2	comparison	comparison	NOUN
jbi-4717	117	3	of	of	ADP
jbi-4717	117	4	line	line	NOUN
jbi-4717	117	5	intercepts	intercept	NOUN
jbi-4717	117	6	and	and	CCONJ
jbi-4717	117	7	random	random	ADJ
jbi-4717	117	8	point	point	NOUN
jbi-4717	117	9	frames	frame	NOUN
jbi-4717	117	10	for	for	ADP
jbi-4717	117	11	sampling	sample	VERB
jbi-4717	117	12	desert	desert	NOUN
jbi-4717	117	13	shrub	shrub	NOUN
jbi-4717	117	14	vegetation	vegetation	NOUN
jbi-4717	117	15	.	.	PUNCT
jbi-4717	118	1	j	j	PROPN
jbi-4717	118	2	range	range	NOUN
jbi-4717	118	3	manage	manage	VERB
jbi-4717	118	4	16:21	16:21	NUM
jbi-4717	118	5	-	-	SYM
jbi-4717	118	6	25	25	NUM
jbi-4717	118	7	.	.	PUNCT
jbi-4717	119	1	cagney	cagney	PROPN
jbi-4717	119	2	,	,	PUNCT
jbi-4717	119	3	j.	j.	PROPN
jbi-4717	119	4	,	,	PUNCT
jbi-4717	119	5	s.	s.	PROPN
jbi-4717	119	6	e.	e.	PROPN
jbi-4717	119	7	cox	cox	PROPN
jbi-4717	119	8	,	,	PUNCT
jbi-4717	119	9	and	and	CCONJ
jbi-4717	119	10	d.	d.	PROPN
jbi-4717	119	11	t.	t.	PROPN
jbi-4717	119	12	booth	booth	PROPN
jbi-4717	119	13	.	.	PUNCT
jbi-4717	120	1	2011	2011	NUM
jbi-4717	120	2	.	.	PUNCT
jbi-4717	121	1	comparison	comparison	NOUN
jbi-4717	121	2	of	of	ADP
jbi-4717	121	3	point	point	NOUN
jbi-4717	121	4	intercept	intercept	NOUN
jbi-4717	121	5	and	and	CCONJ
jbi-4717	121	6	image	image	NOUN
jbi-4717	121	7	analysis	analysis	NOUN
jbi-4717	121	8	for	for	ADP
jbi-4717	121	9	monitoring	monitor	VERB
jbi-4717	121	10	rangeland	rangeland	NOUN
jbi-4717	121	11	transects	transect	NOUN
jbi-4717	121	12	.	.	PUNCT
jbi-4717	122	1	rangeland	rangeland	NOUN
jbi-4717	122	2	ecol	ecol	PROPN
jbi-4717	122	3	manag	manag	VERB
jbi-4717	122	4	64:309315	64:309315	PROPN
jbi-4717	122	5	.	.	PUNCT
jbi-4717	123	1	congalton	congalton	PROPN
jbi-4717	123	2	,	,	PUNCT
jbi-4717	123	3	r.	r.	PROPN
jbi-4717	123	4	g.	g.	PROPN
jbi-4717	123	5	1991	1991	NUM
jbi-4717	123	6	.	.	PUNCT
jbi-4717	124	1	a	a	DET
jbi-4717	124	2	review	review	NOUN
jbi-4717	124	3	of	of	ADP
jbi-4717	124	4	assessing	assess	VERB
jbi-4717	124	5	the	the	DET
jbi-4717	124	6	accuracy	accuracy	NOUN
jbi-4717	124	7	of	of	ADP
jbi-4717	124	8	classifications	classification	NOUN
jbi-4717	124	9	of	of	ADP
jbi-4717	124	10	remotely	remotely	ADV
jbi-4717	124	11	sensed	sense	VERB
jbi-4717	124	12	data	datum	NOUN
jbi-4717	124	13	.	.	PUNCT
jbi-4717	125	1	remote	remote	PROPN
jbi-4717	125	2	sens	sens	X
jbi-4717	125	3	environ	environ	X
jbi-4717	125	4	37:35	37:35	NUM
jbi-4717	125	5	-	-	SYM
jbi-4717	125	6	46	46	NUM
jbi-4717	125	7	.	.	PUNCT
jbi-4717	126	1	heady	heady	ADJ
jbi-4717	126	2	,	,	PUNCT
jbi-4717	126	3	h.	h.	PROPN
jbi-4717	126	4	f.	f.	PROPN
jbi-4717	126	5	,	,	PUNCT
jbi-4717	126	6	r.	r.	PROPN
jbi-4717	126	7	p.	p.	PROPN
jbi-4717	126	8	gibbens	gibbens	PROPN
jbi-4717	126	9	,	,	PUNCT
jbi-4717	126	10	and	and	CCONJ
jbi-4717	126	11	r.	r.	PROPN
jbi-4717	126	12	w.	w.	PROPN
jbi-4717	126	13	powell	powell	PROPN
jbi-4717	126	14	.	.	PUNCT
jbi-4717	127	1	1959	1959	NUM
jbi-4717	127	2	.	.	PUNCT
jbi-4717	128	1	a	a	DET
jbi-4717	128	2	comparison	comparison	NOUN
jbi-4717	128	3	of	of	ADP
jbi-4717	128	4	the	the	DET
jbi-4717	128	5	charting	charting	NOUN
jbi-4717	128	6	,	,	PUNCT
jbi-4717	128	7	line	line	NOUN
jbi-4717	128	8	intercept	intercept	NOUN
jbi-4717	128	9	,	,	PUNCT
jbi-4717	128	10	and	and	CCONJ
jbi-4717	128	11	line	line	NOUN
jbi-4717	128	12	point	point	NOUN
jbi-4717	128	13	methods	method	NOUN
jbi-4717	128	14	of	of	ADP
jbi-4717	128	15	sampling	sample	VERB
jbi-4717	128	16	shrub	shrub	NOUN
jbi-4717	128	17	types	type	NOUN
jbi-4717	128	18	of	of	ADP
jbi-4717	128	19	vegetation	vegetation	NOUN
jbi-4717	128	20	.	.	PUNCT
jbi-4717	129	1	j	j	PROPN
jbi-4717	129	2	range	range	NOUN
jbi-4717	129	3	manage	manage	VERB
jbi-4717	129	4	12:180	12:180	NUM
jbi-4717	129	5	-	-	SYM
jbi-4717	129	6	188	188	NUM
jbi-4717	129	7	.	.	PUNCT
jbi-4717	130	1	johnson	johnson	PROPN
jbi-4717	130	2	,	,	PUNCT
jbi-4717	130	3	d.	d.	PROPN
jbi-4717	130	4	,	,	PUNCT
jbi-4717	130	5	m.	m.	NOUN
jbi-4717	130	6	vulfson	vulfson	PROPN
jbi-4717	130	7	,	,	PUNCT
jbi-4717	130	8	m.	m.	NOUN
jbi-4717	130	9	louhaichi	louhaichi	PROPN
jbi-4717	130	10	,	,	PUNCT
jbi-4717	130	11	and	and	CCONJ
jbi-4717	130	12	n.	n.	PROPN
jbi-4717	130	13	harris	harris	PROPN
jbi-4717	130	14	.	.	PROPN
jbi-4717	130	15	2003	2003	NUM
jbi-4717	130	16	.	.	PUNCT
jbi-4717	131	1	vegmeasure	vegmeasure	NOUN
jbi-4717	131	2	v1.6	v1.6	PROPN
jbi-4717	131	3	user	user	NOUN
jbi-4717	131	4	's	's	PART
jbi-4717	131	5	manual	manual	NOUN
jbi-4717	131	6	.	.	PUNCT
jbi-4717	132	1	department	department	NOUN
jbi-4717	132	2	of	of	ADP
jbi-4717	132	3	rangeland	rangeland	NOUN
jbi-4717	132	4	resources	resource	NOUN
jbi-4717	132	5	,	,	PUNCT
jbi-4717	132	6	oregon	oregon	PROPN
jbi-4717	132	7	state	state	PROPN
jbi-4717	132	8	university	university	PROPN
jbi-4717	132	9	,	,	PUNCT
jbi-4717	132	10	corvallis	corvallis	PROPN
jbi-4717	132	11	,	,	PUNCT
jbi-4717	132	12	oregon	oregon	PROPN
jbi-4717	132	13	.	.	PUNCT
jbi-4717	133	1	laliberte	laliberte	PROPN
jbi-4717	133	2	,	,	PUNCT
jbi-4717	133	3	a.	a.	PROPN
jbi-4717	133	4	s.	s.	PROPN
jbi-4717	133	5	,	,	PUNCT
jbi-4717	133	6	a.	a.	PROPN
jbi-4717	133	7	rango	rango	PROPN
jbi-4717	133	8	,	,	PUNCT
jbi-4717	133	9	j.	j.	PROPN
jbi-4717	133	10	e.	e.	PROPN
jbi-4717	133	11	herrick	herrick	PROPN
jbi-4717	133	12	,	,	PUNCT
jbi-4717	133	13	e.	e.	PROPN
jbi-4717	133	14	l.	l.	PROPN
jbi-4717	133	15	fredrickson	fredrickson	PROPN
jbi-4717	133	16	,	,	PUNCT
jbi-4717	133	17	and	and	CCONJ
jbi-4717	133	18	l.	l.	PROPN
jbi-4717	133	19	burkett	burkett	PROPN
jbi-4717	133	20	.	.	PUNCT
jbi-4717	134	1	2007	2007	NUM
jbi-4717	134	2	.	.	PUNCT
jbi-4717	135	1	an	an	DET
jbi-4717	135	2	object	object	NOUN
jbi-4717	135	3	-	-	PUNCT
jbi-4717	135	4	based	base	VERB
jbi-4717	135	5	image	image	NOUN
jbi-4717	135	6	analysis	analysis	NOUN
jbi-4717	135	7	approach	approach	NOUN
jbi-4717	135	8	for	for	ADP
jbi-4717	135	9	determining	determine	VERB
jbi-4717	135	10	fractional	fractional	ADJ
jbi-4717	135	11	cover	cover	NOUN
jbi-4717	135	12	of	of	ADP
jbi-4717	135	13	senescent	senescent	ADJ
jbi-4717	135	14	and	and	CCONJ
jbi-4717	135	15	green	green	ADJ
jbi-4717	135	16	vegetation	vegetation	NOUN
jbi-4717	135	17	with	with	ADP
jbi-4717	135	18	digital	digital	ADJ
jbi-4717	135	19	plot	plot	NOUN
jbi-4717	135	20	photography	photography	NOUN
jbi-4717	135	21	.	.	PUNCT
jbi-4717	136	1	j	j	PROPN
jbi-4717	136	2	arid	arid	PROPN
jbi-4717	136	3	environ	environ	X
jbi-4717	136	4	69:1	69:1	NUM
jbi-4717	136	5	-	-	SYM
jbi-4717	136	6	14	14	NUM
jbi-4717	136	7	.	.	PUNCT
jbi-4717	137	1	liu	liu	PROPN
jbi-4717	137	2	,	,	PUNCT
jbi-4717	137	3	y.	y.	PROPN
jbi-4717	137	4	,	,	PUNCT
jbi-4717	137	5	x.	x.	NOUN
jbi-4717	137	6	mu	mu	PROPN
jbi-4717	137	7	,	,	PUNCT
jbi-4717	137	8	h.	h.	PROPN
jbi-4717	137	9	wang	wang	PROPN
jbi-4717	137	10	,	,	PUNCT
jbi-4717	137	11	and	and	CCONJ
jbi-4717	137	12	g.	g.	PROPN
jbi-4717	137	13	yan	yan	PROPN
jbi-4717	137	14	.	.	PROPN
jbi-4717	137	15	2012	2012	NUM
jbi-4717	137	16	.	.	PUNCT
jbi-4717	138	1	a	a	DET
jbi-4717	138	2	novel	novel	ADJ
jbi-4717	138	3	method	method	NOUN
jbi-4717	138	4	for	for	ADP
jbi-4717	138	5	extracting	extract	VERB
jbi-4717	138	6	green	green	ADJ
jbi-4717	138	7	fractional	fractional	ADJ
jbi-4717	138	8	vegetation	vegetation	NOUN
jbi-4717	138	9	cover	cover	NOUN
jbi-4717	138	10	from	from	ADP
jbi-4717	138	11	digital	digital	ADJ
jbi-4717	138	12	images	image	NOUN
jbi-4717	138	13	.	.	PUNCT
jbi-4717	139	1	j	j	PROPN
jbi-4717	139	2	veg	veg	PROPN
jbi-4717	139	3	sci	sci	PROPN
jbi-4717	139	4	23:406	23:406	NUM
jbi-4717	139	5	-	-	SYM
jbi-4717	139	6	418	418	NUM
jbi-4717	139	7	.	.	PUNCT
jbi-4717	140	1	macfarlane	macfarlane	PROPN
jbi-4717	140	2	,	,	PUNCT
jbi-4717	140	3	c.	c.	PROPN
jbi-4717	140	4	and	and	CCONJ
jbi-4717	140	5	g.	g.	PROPN
jbi-4717	140	6	n.	n.	PROPN
jbi-4717	140	7	ogden	ogden	PROPN
jbi-4717	140	8	.	.	PUNCT
jbi-4717	141	1	2012	2012	NUM
jbi-4717	141	2	.	.	PUNCT
jbi-4717	142	1	automated	automate	VERB
jbi-4717	142	2	estimation	estimation	NOUN
jbi-4717	142	3	of	of	ADP
jbi-4717	142	4	foliage	foliage	NOUN
jbi-4717	142	5	cover	cover	NOUN
jbi-4717	142	6	in	in	ADP
jbi-4717	142	7	forest	forest	NOUN
jbi-4717	142	8	understorey	understorey	NOUN
jbi-4717	142	9	from	from	ADP
jbi-4717	142	10	digital	digital	ADJ
jbi-4717	142	11	nadir	nadir	NOUN
jbi-4717	142	12	images	image	NOUN
jbi-4717	142	13	.	.	PUNCT
jbi-4717	143	1	methods	method	NOUN
jbi-4717	143	2	ecol	ecol	VERB
jbi-4717	143	3	evol	evol	NOUN
jbi-4717	143	4	3:405	3:405	PROPN
jbi-4717	143	5	-	-	SYM
jbi-4717	143	6	415	415	NUM
jbi-4717	143	7	.	.	PUNCT
jbi-4717	144	1	mcginness	mcginness	PROPN
jbi-4717	144	2	,	,	PUNCT
jbi-4717	144	3	h.	h.	PROPN
jbi-4717	144	4	m.	m.	PROPN
jbi-4717	144	5	,	,	PUNCT
jbi-4717	144	6	a.	a.	PROPN
jbi-4717	144	7	d.	d.	PROPN
jbi-4717	144	8	arthur	arthur	PROPN
jbi-4717	144	9	,	,	PUNCT
jbi-4717	144	10	m.	m.	NOUN
jbi-4717	144	11	davies	davy	NOUN
jbi-4717	144	12	,	,	PUNCT
jbi-4717	144	13	and	and	CCONJ
jbi-4717	144	14	s.	s.	PROPN
jbi-4717	144	15	mcintyre	mcintyre	PROPN
jbi-4717	144	16	.	.	PUNCT
jbi-4717	145	1	2013	2013	NUM
jbi-4717	145	2	.	.	PUNCT
jbi-4717	146	1	floodplain	floodplain	NOUN
jbi-4717	146	2	woodland	woodland	NOUN
jbi-4717	146	3	structure	structure	NOUN
jbi-4717	146	4	and	and	CCONJ
jbi-4717	146	5	condition	condition	NOUN
jbi-4717	146	6	:	:	PUNCT
jbi-4717	146	7	the	the	DET
jbi-4717	146	8	relative	relative	ADJ
jbi-4717	146	9	influence	influence	NOUN
jbi-4717	146	10	of	of	ADP
jbi-4717	146	11	flood	flood	NOUN
jbi-4717	146	12	history	history	NOUN
jbi-4717	146	13	and	and	CCONJ
jbi-4717	146	14	surrounding	surround	VERB
jbi-4717	146	15	irrigation	irrigation	NOUN
jbi-4717	146	16	land	land	NOUN
jbi-4717	146	17	use	use	NOUN
jbi-4717	146	18	intensity	intensity	NOUN
jbi-4717	146	19	in	in	ADP
jbi-4717	146	20	contrasting	contrast	VERB
jbi-4717	146	21	regions	region	NOUN
jbi-4717	146	22	of	of	ADP
jbi-4717	146	23	a	a	DET
jbi-4717	146	24	dryland	dryland	NOUN
jbi-4717	146	25	river	river	NOUN
jbi-4717	146	26	.	.	PUNCT
jbi-4717	147	1	ecohydrology	ecohydrology	NOUN
jbi-4717	147	2	6:201	6:201	NUM
jbi-4717	147	3	-	-	PUNCT
jbi-4717	147	4	213	213	NUM
jbi-4717	147	5	.	.	PUNCT
jbi-4717	147	6	moen	moen	PROPN
jbi-4717	147	7	,	,	PUNCT
jbi-4717	147	8	j.	j.	PROPN
jbi-4717	147	9	,	,	PUNCT
jbi-4717	147	10	ö.	ö.	PROPN
jbi-4717	147	11	danell	danell	PROPN
jbi-4717	147	12	,	,	PUNCT
jbi-4717	147	13	and	and	CCONJ
jbi-4717	147	14	r.	r.	PROPN
jbi-4717	147	15	holt	holt	PROPN
jbi-4717	147	16	.	.	PROPN
jbi-4717	147	17	2007	2007	NUM
jbi-4717	147	18	.	.	PUNCT
jbi-4717	148	1	non	non	ADJ
jbi-4717	148	2	-	-	ADJ
jbi-4717	148	3	destructive	destructive	ADJ
jbi-4717	148	4	estimation	estimation	NOUN
jbi-4717	148	5	of	of	ADP
jbi-4717	148	6	lichen	lichen	NOUN
jbi-4717	148	7	biomass	biomass	NOUN
jbi-4717	148	8	.	.	PUNCT
jbi-4717	149	1	rangifer	rangifer	VERB
jbi-4717	149	2	27:41	27:41	NUM
jbi-4717	149	3	-	-	SYM
jbi-4717	149	4	46	46	NUM
jbi-4717	149	5	.	.	PUNCT
jbi-4717	150	1	purcell	purcell	PROPN
jbi-4717	150	2	,	,	PUNCT
jbi-4717	150	3	l.	l.	PROPN
jbi-4717	150	4	c.	c.	PROPN
jbi-4717	150	5	2000	2000	NUM
jbi-4717	150	6	.	.	PUNCT
jbi-4717	151	1	soybean	soybean	NOUN
jbi-4717	151	2	canopy	canopy	NOUN
jbi-4717	151	3	coverage	coverage	NOUN
jbi-4717	151	4	and	and	CCONJ
jbi-4717	151	5	light	light	ADJ
jbi-4717	151	6	interception	interception	NOUN
jbi-4717	151	7	measurements	measurement	NOUN
jbi-4717	151	8	using	use	VERB
jbi-4717	151	9	digital	digital	ADJ
jbi-4717	151	10	imagery	imagery	NOUN
jbi-4717	151	11	.	.	PUNCT
jbi-4717	152	1	crop	crop	NOUN
jbi-4717	152	2	sci	sci	PROPN
jbi-4717	152	3	40:834	40:834	PROPN
jbi-4717	152	4	-	-	SYM
jbi-4717	152	5	837	837	NUM
jbi-4717	152	6	.	.	PUNCT
jbi-4717	153	1	python	python	PROPN
jbi-4717	153	2	software	software	PROPN
jbi-4717	153	3	foundation	foundation	PROPN
jbi-4717	153	4	.	.	PUNCT
jbi-4717	154	1	2011	2011	NUM
jbi-4717	154	2	.	.	PUNCT
jbi-4717	155	1	python	python	NOUN
jbi-4717	155	2	programming	programming	NOUN
jbi-4717	155	3	language	language	NOUN
jbi-4717	155	4	.	.	PUNCT
jbi-4717	156	1	rotz	rotz	PROPN
jbi-4717	156	2	,	,	PUNCT
jbi-4717	156	3	j.	j.	PROPN
jbi-4717	156	4	d.	d.	PROPN
jbi-4717	156	5	,	,	PUNCT
jbi-4717	156	6	a.	a.	PROPN
jbi-4717	156	7	o.	o.	PROPN
jbi-4717	156	8	abaye	abaye	PROPN
jbi-4717	156	9	,	,	PUNCT
jbi-4717	156	10	r.	r.	PROPN
jbi-4717	156	11	h.	h.	PROPN
jbi-4717	156	12	wynne	wynne	PROPN
jbi-4717	156	13	,	,	PUNCT
jbi-4717	156	14	e.	e.	PROPN
jbi-4717	156	15	b.	b.	PROPN
jbi-4717	156	16	rayburn	rayburn	PROPN
jbi-4717	156	17	,	,	PUNCT
jbi-4717	156	18	g.	g.	PROPN
jbi-4717	156	19	scaglia	scaglia	NOUN
jbi-4717	156	20	,	,	PUNCT
jbi-4717	156	21	and	and	CCONJ
jbi-4717	156	22	r.	r.	PROPN
jbi-4717	156	23	d.	d.	PROPN
jbi-4717	156	24	phillips	phillips	PROPN
jbi-4717	156	25	.	.	PUNCT
jbi-4717	157	1	2008	2008	NUM
jbi-4717	157	2	.	.	PUNCT
jbi-4717	158	1	classification	classification	NOUN
jbi-4717	158	2	of	of	ADP
jbi-4717	158	3	digital	digital	ADJ
jbi-4717	158	4	photography	photography	NOUN
jbi-4717	158	5	for	for	ADP
jbi-4717	158	6	measuring	measure	VERB
jbi-4717	158	7	productive	productive	ADJ
jbi-4717	158	8	ground	ground	NOUN
jbi-4717	158	9	cover	cover	NOUN
jbi-4717	158	10	.	.	PUNCT
jbi-4717	159	1	rangeland	rangeland	NOUN
jbi-4717	159	2	ecol	ecol	PROPN
jbi-4717	159	3	manag	manag	VERB
jbi-4717	159	4	61:245	61:245	PROPN
jbi-4717	159	5	-	-	SYM
jbi-4717	159	6	248	248	NUM
jbi-4717	159	7	.	.	PUNCT
jbi-4717	160	1	whitman	whitman	PROPN
jbi-4717	160	2	,	,	PUNCT
jbi-4717	160	3	w.	w.	PROPN
jbi-4717	160	4	c.	c.	PROPN
jbi-4717	160	5	and	and	CCONJ
jbi-4717	160	6	e.	e.	PROPN
jbi-4717	160	7	i.	i.	PROPN
jbi-4717	160	8	siggeirsson	siggeirsson	PROPN
jbi-4717	160	9	.	.	PUNCT
jbi-4717	161	1	1954	1954	NUM
jbi-4717	161	2	.	.	PUNCT
jbi-4717	162	1	comparison	comparison	NOUN
jbi-4717	162	2	of	of	ADP
jbi-4717	162	3	line	line	NOUN
jbi-4717	162	4	interception	interception	NOUN
jbi-4717	162	5	and	and	CCONJ
jbi-4717	162	6	point	point	NOUN
jbi-4717	162	7	contact	contact	NOUN
jbi-4717	162	8	methods	method	NOUN
jbi-4717	162	9	in	in	ADP
jbi-4717	162	10	the	the	DET
jbi-4717	162	11	analysis	analysis	NOUN
jbi-4717	162	12	of	of	ADP
jbi-4717	162	13	mixed	mixed	ADJ
jbi-4717	162	14	grass	grass	NOUN
jbi-4717	162	15	range	range	NOUN
jbi-4717	162	16	vegetation	vegetation	NOUN
jbi-4717	162	17	.	.	PUNCT
jbi-4717	163	1	ecology	ecology	NOUN
jbi-4717	163	2	35:431	35:431	NUM
jbi-4717	163	3	-	-	SYM
jbi-4717	163	4	436	436	NUM
jbi-4717	163	5	.	.	PUNCT
jbi-4717	164	1	zerger	zerger	NOUN
jbi-4717	164	2	,	,	PUNCT
jbi-4717	164	3	a.	a.	PROPN
jbi-4717	164	4	,	,	PUNCT
jbi-4717	164	5	d.	d.	PROPN
jbi-4717	164	6	gobbett	gobbett	PROPN
jbi-4717	164	7	,	,	PUNCT
jbi-4717	164	8	c.	c.	PROPN
jbi-4717	164	9	crossman	crossman	PROPN
jbi-4717	164	10	,	,	PUNCT
jbi-4717	164	11	p.	p.	NOUN
jbi-4717	164	12	valencia	valencia	PROPN
jbi-4717	164	13	,	,	PUNCT
jbi-4717	164	14	t.	t.	NOUN
jbi-4717	164	15	wark	wark	PROPN
jbi-4717	164	16	,	,	PUNCT
jbi-4717	164	17	m.	m.	NOUN
jbi-4717	164	18	davies	davy	NOUN
jbi-4717	164	19	,	,	PUNCT
jbi-4717	164	20	r.	r.	PROPN
jbi-4717	164	21	n.	n.	PROPN
jbi-4717	164	22	handcock	handcock	PROPN
jbi-4717	164	23	,	,	PUNCT
jbi-4717	164	24	and	and	CCONJ
jbi-4717	164	25	j.	j.	PROPN
jbi-4717	164	26	stol	stol	PROPN
jbi-4717	164	27	.	.	PUNCT
jbi-4717	165	1	2012	2012	NUM
jbi-4717	165	2	.	.	PUNCT
jbi-4717	166	1	temporal	temporal	ADJ
jbi-4717	166	2	monitoring	monitoring	NOUN
jbi-4717	166	3	of	of	ADP
jbi-4717	166	4	groundcover	groundcover	NOUN
jbi-4717	166	5	change	change	NOUN
jbi-4717	166	6	using	use	VERB
jbi-4717	166	7	digital	digital	ADJ
jbi-4717	166	8	cameras	camera	NOUN
jbi-4717	166	9	.	.	PUNCT
jbi-4717	167	1	int	int	PROPN
jbi-4717	167	2	j	j	PROPN
jbi-4717	167	3	appl	appl	PROPN
jbi-4717	167	4	earth	earth	PROPN
jbi-4717	167	5	obs	obs	PROPN
jbi-4717	167	6	geoinformation	geoinformation	PROPN
jbi-4717	167	7	19:266	19:266	PROPN
jbi-4717	167	8	-	-	SYM
jbi-4717	167	9	275	275	NUM
jbi-4717	167	10	.	.	PUNCT
jbi-4717	167	11	  	  	SPACE